Evaluation of large language models.

How do different German language models differ?

Industry

various

Topic

NLP, LLM

Tools

Torch, Transformers, DeepSpeed

Project duration

2 weeks

Evaluation

Below, we compare different language models with one another. When making the comparison, the parameter counts of the different models should always be taken into account. The following table provides an overview of the number of parameters:

Language model	Number of parameters	Closed / Open
DElefant	6.4 B	Open
DElefant-MPT	30 B	Open
AlephAlpha luminous-base/-control	13 B	Closed
AlephAlpha luminous-extended/-control	30 B	Closed
AlephAlpha luminous-supreme/-control	70 B	Closed

For AlephAlpha, it should be noted that an adapted version for more complex relationships is available under the name control. For interaction with the AlephAlpha models, we use the Playground-Complete and the prompt templateQ:{frage} A: , as recommended by AlephAlpha. The default parameters are used.

For the evaluation, we use the following areas:

Question & Answer:

This is the largest area being examined. Here, we pose open questions from a wide range of domains, and the language model must answer the questions based on the learned training data. We start with simple questions that the models are expected to answer and progress to more complex questions in which the language models must perform sorting or weigh two different things against each other.

Closed Question & Answer:

In contrast to open questions and answers, a text is provided here from which the answers can be extracted. The language model therefore only has to understand the text and answer the question accordingly. The answer does not need to be learned from the training data.

Classification:

Assigning different text content to specific categories. The example texts contain multiple different evaluations (positive and negative), and the models are expected to correctly assign the individual text sections to the respective evaluation classes.

Linguistic / grammatical understanding:

We use questions to test whether the model possesses linguistic as well as grammatical understanding. For example, by naming individual words and having the language model construct a sentence from them, or by having the language model correct grammatical errors.

Understanding / riddles:

Here, the language model’s understanding is examined across different areas. One example is solving riddles or understanding complex relationships.

Coding:

Here we test how well the model can generate code. Although we would primarily use other language models for code generation, we nevertheless want to examine how well these models understand German instructions for code and generate code.

Conclusions

Sprachmodell
DElefant-MPT	1	2	1	1	1	1	1
DElefant	2	1	1	4	2	3	2
AlephAlpha luminous-extended-control	3	4	1	2	3	2	3
AlephAlpha luminous-extended	4	3	2	2	5	2	2
AlephAlpha luminous-base-control	5	4	2	2	4	3	3
AlephAlpha luminous-base	6	4	3	3	6	3	3

- Fine-tuning the models worked well and produced language models that only answer the questions and no longer generate endless texts. - MPT tuning with QLoRA worked well despite strongly fluctuating loss values. - Interaction with these adapted open-source language models is significantly easier compared to the AlephAlpha models. - The only category in which the luminous-extended-control model could keep up was closed question & answer. - For code generation, the AlephAlpha models do not seem suitable, because they too often make indentation errors and do not produce runnable code. The tokenizer seems to merge multiple spaces into one. - Open question & answer, as well as complex riddles, are still difficult for the language models to grasp. In particular, sorting by numbers is usually not possible. - We see that the dataset contains quite a lot of content along the lines of: "As an AI language model, I can ..". This is also reflected in the adapted language models.

Question & Answer

DElefant

Score

6/12

Ranking

DElefant-MPT

Score

5.5/12

Ranking

AlephAlpha luminous-extended

Score

5/12

Ranking

AlephAlpha luminous-base

Score

4.5/12

Ranking

AlephAlpha luminous-base-control

Score

4.5/12

Ranking

AlephAlpha luminous-extended-control

Score

4.5/12

Ranking


DElefant	6/12	1
DElefant-MPT	5.5/12	2
AlephAlpha luminous-extended	5/12	3
AlephAlpha luminous-base	4.5/12	4
AlephAlpha luminous-base-control	4.5/12	4
AlephAlpha luminous-extended-control	4.5/12	4

Checking technical and scientific information:

"Who invented the Transformer architecture?"

DElefant

The Transformer architecture was invented by a team of researchers at Stanford University under the leadership of Professor Yoshua Bengio.

DElefant-MPT

The linguistic influence of translation becomes visible here. The Transformer architecture was invented in 2017 by the Google Brain team, consisting of the researcher and computer scientist Ashish Vaswani, Noam Shazeer, Niki Parmar, and Jakob Uszkoreit.

luminous-base

The company General Electric.

luminous-base-control

The Transformer architecture was developed by a team of engineers at Google. The Transformer architecture is a new type of computer architecture designed for natural language processing.

luminous-extended

The Transformer architecture was developed by Bob Kahn and Vinton Cerf.

luminous-extended-control

The Transformer architecture was invented by a man named Geoffrey Hinton. Hinton is a world-famous computer scientist and the inventor of the Transformer architecture.

DElefant	The Transformer architecture was invented by a team of researchers at Stanford University under the leadership of Professor Yoshua Bengio.
DElefant-MPT	The linguistic influence of translation becomes visible here. The Transformer architecture was invented in 2017 by the Google Brain team, consisting of the researcher and computer scientist Ashish Vaswani, Noam Shazeer, Niki Parmar, and Jakob Uszkoreit.
luminous-base	The company General Electric.
luminous-base-control	The Transformer architecture was developed by a team of engineers at Google. The Transformer architecture is a new type of computer architecture designed for natural language processing.
luminous-extended	The Transformer architecture was developed by Bob Kahn and Vinton Cerf.
luminous-extended-control	The Transformer architecture was invented by a man named Geoffrey Hinton. Hinton is a world-famous computer scientist and the inventor of the Transformer architecture.

"How much horsepower does the BMW E36 M3 have?" - Accepted answer: 286 / 295 / 321 hp

DElefant

As an AI language model, I do not have access to the specific performance data of the BMW E36 M3. However, the BMW M3 E36 generally has around 335 hp.

DElefant-MPT

The BMW E36 M3 has an output of 240 hp.

luminous-base

The BMW E36 M3 has an output of 306 hp.

luminous-base-control

The BMW E36 M3 was powered by a 3.2-liter inline six-cylinder engine. The engine produced 330 hp at 5,000 rpm and had a maximum torque of 350 Nm at 3,000 rpm.

luminous-extended

The BMW E36 M3 has 320 hp.

luminous-extended-control

The BMW E36 M3 produced 315 hp in 1995.

DElefant	As an AI language model, I do not have access to the specific performance data of the BMW E36 M3. However, the BMW M3 E36 generally has around 335 hp.
DElefant-MPT	The BMW E36 M3 has an output of 240 hp.
luminous-base	The BMW E36 M3 has an output of 306 hp.
luminous-base-control	The BMW E36 M3 was powered by a 3.2-liter inline six-cylinder engine. The engine produced 330 hp at 5,000 rpm and had a maximum torque of 350 Nm at 3,000 rpm.
luminous-extended	The BMW E36 M3 has 320 hp.
luminous-extended-control	The BMW E36 M3 produced 315 hp in 1995.

"What types of bonds do alkanes have?"

DElefant

Alkanes have covalent bonds between the carbon atoms. The carbon atoms are arranged in a linear chain, with each carbon atom connected to two neighboring carbon atoms by a double bond. The double bond between the carbon atoms creates a unique molecule called an "alkane".

DElefant-MPT

Alkanes have no bonds.

luminous-base

Alkanes have single bonds between the carbon atoms.

luminous-base-control

Alkanes are a group of compounds consisting of carbon atoms connected by single bonds. These bonds are sp3-hybridized, meaning that each carbon atom has three unpaired electrons in its outer electron shell. These unpaired electrons are responsible for the chemical stability and physical properties of alkanes.

luminous-extended

Alkanes are saturated hydrocarbons. They have no double bonds and no triple bonds.

luminous-extended-control

Alkanes are a type of hydrocarbon that has a single bond between its carbon atoms.

DElefant	Alkanes have covalent bonds between the carbon atoms. The carbon atoms are arranged in a linear chain, with each carbon atom connected to two neighboring carbon atoms by a double bond. The double bond between the carbon atoms creates a unique molecule called an "alkane".
DElefant-MPT	Alkanes have no bonds.
luminous-base	Alkanes have single bonds between the carbon atoms.
luminous-base-control	Alkanes are a group of compounds consisting of carbon atoms connected by single bonds. These bonds are sp3-hybridized, meaning that each carbon atom has three unpaired electrons in its outer electron shell. These unpaired electrons are responsible for the chemical stability and physical properties of alkanes.
luminous-extended	Alkanes are saturated hydrocarbons. They have no double bonds and no triple bonds.
luminous-extended-control	Alkanes are a type of hydrocarbon that has a single bond between its carbon atoms.

Checking general information:

"Which animal is larger, a lion or a tiger?"

DElefant

As an AI language model, I do not have personal beliefs or feelings, but I can tell you that lions and tigers are both large cats and share some similarities in terms of size. Both lions and tigers can weigh up to 300 pounds and stand up to 6 feet tall. However, lions have a more muscular build and may appear larger than tigers.

DElefant-MPT

A lion is larger than a tiger.

luminous-base

A lion.

luminous-base-control

A lion is larger than a tiger. Lions are the largest cats in the world, and tigers are the largest cats in the world.

luminous-extended

A lion is larger than a tiger.

luminous-extended-control

A lion is larger than a tiger

DElefant	As an AI language model, I do not have personal beliefs or feelings, but I can tell you that lions and tigers are both large cats and share some similarities in terms of size. Both lions and tigers can weigh up to 300 pounds and stand up to 6 feet tall. However, lions have a more muscular build and may appear larger than tigers.
DElefant-MPT	A lion is larger than a tiger.
luminous-base	A lion.
luminous-base-control	A lion is larger than a tiger. Lions are the largest cats in the world, and tigers are the largest cats in the world.
luminous-extended	A lion is larger than a tiger.
luminous-extended-control	A lion is larger than a tiger

"How do chameleons change their color?"

DElefant

Chameleons can change their color by altering their skin through a process called chromatophores. Chameleons have a unique chromatophore system that allows them to change their color without changing their eyes or body temperature. Chameleons have thick, scaly skin that helps them blend into their surroundings and protects them from predators. When a chameleon feels threatened, it can quickly change its color to blend into its environment [...]

DElefant-MPT

Chameleons change their color through a process called pigment displacement. They have a special type of pigment in their bodies that is located in their cells. When the chameleon cells focus on a specific color, the pigments in those cells are adjusted to that color. These pigments are then displaced into the surrounding cells, resulting in a color change. The chameleon cells can also displace pigments that are a different color than the one they are focused on, resulting in a color change. This process can happen very quickly, and chameleons can change their color to blend into their environment.

luminous-base

They change their color by altering their pigments.

luminous-base-control

They change their color by using a pigment called chitin. Chitin is a protein found in the exoskeletons of insects and other animals. It is also found in the shells of cockroaches and other insects.

luminous-extended

Chameleons can change their color by altering the pigments in the cells of their skin.

luminous-extended-control

Chameleons can change their color by adjusting the amount of the red blood pigment called hemoglobin in their blood vessels. When they have more hemoglobin, they appear darker and more intensely colored. When they have less, they appear lighter and more pastel-colored.

DElefant	Chameleons can change their color by altering their skin through a process called chromatophores. Chameleons have a unique chromatophore system that allows them to change their color without changing their eyes or body temperature. Chameleons have thick, scaly skin that helps them blend into their surroundings and protects them from predators. When a chameleon feels threatened, it can quickly change its color to blend into its environment [...]
DElefant-MPT	Chameleons change their color through a process called pigment displacement. They have a special type of pigment in their bodies that is located in their cells. When the chameleon cells focus on a specific color, the pigments in those cells are adjusted to that color. These pigments are then displaced into the surrounding cells, resulting in a color change. The chameleon cells can also displace pigments that are a different color than the one they are focused on, resulting in a color change. This process can happen very quickly, and chameleons can change their color to blend into their environment.
luminous-base	They change their color by altering their pigments.
luminous-base-control	They change their color by using a pigment called chitin. Chitin is a protein found in the exoskeletons of insects and other animals. It is also found in the shells of cockroaches and other insects.
luminous-extended	Chameleons can change their color by altering the pigments in the cells of their skin.
luminous-extended-control	Chameleons can change their color by adjusting the amount of the red blood pigment called hemoglobin in their blood vessels. When they have more hemoglobin, they appear darker and more intensely colored. When they have less, they appear lighter and more pastel-colored.

"How do chamelions change their color?"

How do the language models react to spelling mistakes? Note: Due to the incorrect spelling of chameleons, the language models obviously respond with strong hallucinations.

DElefant

As an AI language model, I have no information about chameleons, but I can tell you that chameleons can change their color by changing their pigments. Chameleons have the ability to shed their skin, which means they can change their color. During shedding, the chameleon changes its color by forming a new layer of skin that has a different color than the old skin. Chameleons can also change their eye color by altering pigments in their eyes.

DElefant-MPT

Chamelions can change their color by absorbing or releasing pigments in their skin cells. When they move into a warm environment, they absorb pigments that produce lighter colors such as yellow or orange. When they move into a cooler environment, they release pigments that produce lighter colors such as green or blue. This color change helps them blend into their environment and avoid predators.

luminous-base

Chamelions can change their color by transforming into another chamelion.

luminous-base-control

Chamelions change their color by changing their color. They can change their color by changing their skin color.

luminous-extended

Chamelions can change their color by moving.

luminous-extended-control

Chamelions change their color by mixing with other chamelions that have the same color. When a chamelion mixes with another chamelion of the same color, the mixture retains its color.

DElefant	As an AI language model, I have no information about chameleons, but I can tell you that chameleons can change their color by changing their pigments. Chameleons have the ability to shed their skin, which means they can change their color. During shedding, the chameleon changes its color by forming a new layer of skin that has a different color than the old skin. Chameleons can also change their eye color by altering pigments in their eyes.
DElefant-MPT	Chamelions can change their color by absorbing or releasing pigments in their skin cells. When they move into a warm environment, they absorb pigments that produce lighter colors such as yellow or orange. When they move into a cooler environment, they release pigments that produce lighter colors such as green or blue. This color change helps them blend into their environment and avoid predators.
luminous-base	Chamelions can change their color by transforming into another chamelion.
luminous-base-control	Chamelions change their color by changing their color. They can change their color by changing their skin color.
luminous-extended	Chamelions can change their color by moving.
luminous-extended-control	Chamelions change their color by mixing with other chamelions that have the same color. When a chamelion mixes with another chamelion of the same color, the mixture retains its color.

Checking historically relevant information:

"Which country became world champion at the 2014 FIFA World Cup?"

DElefant

The country that won the 2014 FIFA World Cup was Germany.

DElefant-MPT

Brazil.

luminous-base

Brazil

luminous-base-control

Brazil won the 2014 FIFA World Cup.

luminous-extended

Brazil

luminous-extended-control

Brazil became world champion in 2014

DElefant	The country that won the 2014 FIFA World Cup was Germany.
DElefant-MPT	Brazil.
luminous-base	Brazil
luminous-base-control	Brazil won the 2014 FIFA World Cup.
luminous-extended	Brazil
luminous-extended-control	Brazil became world champion in 2014

"When did the fall of the Berlin Wall occur?"

DElefant

The fall of the Berlin Wall took place on November 9, 1989.

DElefant-MPT

The fall of the Berlin Wall occurred on November 9, 1989.

luminous-base

On November 9, 1989.

luminous-base-control

The fall of the Berlin Wall took place on November 9, 1989. It was the day the Berlin Wall was opened and people were able to cross the city.

luminous-extended

On November 9, 1989.

luminous-extended-control

The fall of the Berlin Wall was an event that occurred on November 9, 1989. The Berlin Wall was a physical barrier that separated East and West Germany. It was erected in 1961 and dismantled in 1989.

DElefant	The fall of the Berlin Wall took place on November 9, 1989.
DElefant-MPT	The fall of the Berlin Wall occurred on November 9, 1989.
luminous-base	On November 9, 1989.
luminous-base-control	The fall of the Berlin Wall took place on November 9, 1989. It was the day the Berlin Wall was opened and people were able to cross the city.
luminous-extended	On November 9, 1989.
luminous-extended-control	The fall of the Berlin Wall was an event that occurred on November 9, 1989. The Berlin Wall was a physical barrier that separated East and West Germany. It was erected in 1961 and dismantled in 1989.

"When was Arnold Schwarzenegger born?"

DElefant

Arnold Schwarzenegger was born on July 7, 1947.

DElefant-MPT

Arnold Schwarzenegger was born on July 30, 1947 in Thal, Austria.

luminous-base

On July 30, 1947 in Thalheim, Upper Austria, Austria. Thalheim incorrect.

luminous-base-control

Arnold Schwarzenegger was born on December 7, 1934 in Vienna, Austria.

luminous-extended

On July 30, 1947.

luminous-extended-control

Arnold Schwarzenegger was born on July 30, 1947 in Graz, Austria. Graz incorrect.

DElefant	Arnold Schwarzenegger was born on July 7, 1947.
DElefant-MPT	Arnold Schwarzenegger was born on July 30, 1947 in Thal, Austria.
luminous-base	On July 30, 1947 in Thalheim, Upper Austria, Austria. Thalheim incorrect.
luminous-base-control	Arnold Schwarzenegger was born on December 7, 1934 in Vienna, Austria.
luminous-extended	On July 30, 1947.
luminous-extended-control	Arnold Schwarzenegger was born on July 30, 1947 in Graz, Austria. Graz incorrect.

Checking current information:

"What is the name of the Federal President of Germany?"

DElefant

The name of the German Federal President is Frank-Walter Steinmeier.

DElefant-MPT

The Federal President of Germany is currently Frank-Walter Steinmeier.

luminous-base

The Federal President of Germany is Frank-Walter Steinmeier.

luminous-base-control

The Federal President of Germany is Frank-Walter Steinmeier.

luminous-extended

The Federal President of Germany is Joachim Gauck.

luminous-extended-control

The Federal President of Germany is Frank-Walter Steinmeier.

DElefant	The name of the German Federal President is Frank-Walter Steinmeier.
DElefant-MPT	The Federal President of Germany is currently Frank-Walter Steinmeier.
luminous-base	The Federal President of Germany is Frank-Walter Steinmeier.
luminous-base-control	The Federal President of Germany is Frank-Walter Steinmeier.
luminous-extended	The Federal President of Germany is Joachim Gauck.
luminous-extended-control	The Federal President of Germany is Frank-Walter Steinmeier.

"Who is the President of the United States?"

DElefant

The President of the United States is the head of the executive branch of the federal government and is responsible for the administration and leadership of the government. Currently, the President of the United States is Donald Trump.

DElefant-MPT

Joe Biden.

luminous-base

Barack Obama

luminous-base-control

Donald J. Trump is the 45th President of the United States.

luminous-extended

Barack Obama

luminous-extended-control

The President of the United States is Joe Biden.

DElefant	The President of the United States is the head of the executive branch of the federal government and is responsible for the administration and leadership of the government. Currently, the President of the United States is Donald Trump.
DElefant-MPT	Joe Biden.
luminous-base	Barack Obama
luminous-base-control	Donald J. Trump is the 45th President of the United States.
luminous-extended	Barack Obama
luminous-extended-control	The President of the United States is Joe Biden.

Checking local information:

"How tall is the Stuttgart TV Tower?"

DElefant

The Stuttgart TV Tower is approximately 217 meters tall.

DElefant-MPT

The Stuttgart TV Tower is the tallest TV tower in Germany and the third tallest TV tower in Europe with a height of 184.9 meters.

luminous-base

At 368 meters, the TV tower is the tallest TV tower in the world.

luminous-base-control

The Stuttgart TV Tower is 380 meters tall. It is the tallest TV tower in Germany.

luminous-extended

At 368 meters, the Stuttgart TV Tower is the tallest structure in Baden-Württemberg.

luminous-extended-control

The Stuttgart TV Tower is a 127-meter-high telecommunications tower. It is located in Stuttgart, Germany.

DElefant	The Stuttgart TV Tower is approximately 217 meters tall.
DElefant-MPT	The Stuttgart TV Tower is the tallest TV tower in Germany and the third tallest TV tower in Europe with a height of 184.9 meters.
luminous-base	At 368 meters, the TV tower is the tallest TV tower in the world.
luminous-base-control	The Stuttgart TV Tower is 380 meters tall. It is the tallest TV tower in Germany.
luminous-extended	At 368 meters, the Stuttgart TV Tower is the tallest structure in Baden-Württemberg.
luminous-extended-control	The Stuttgart TV Tower is a 127-meter-high telecommunications tower. It is located in Stuttgart, Germany.

Closed Question & Answer

DElefant

Score

3/3

Ranking

DElefant-MPT

Score

3/3

Ranking

AlephAlpha luminous-extended-control

Score

3/3

Ranking

AlephAlpha luminous-base-control

Score

2/3

Ranking

AlephAlpha luminous-extended

Score

2/3

Ranking

AlephAlpha luminous-base

Score

1.5/3

Ranking


DElefant	3/3	1
DElefant-MPT	3/3	1
AlephAlpha luminous-extended-control	3/3	1
AlephAlpha luminous-base-control	2/3	2
AlephAlpha luminous-extended	2/3	2
AlephAlpha luminous-base	1.5/3	3

Text: Industrialization was a decisive turning point in the history of humanity. It began in the 18th century in Great Britain and quickly spread to other parts of Europe and the world. Industrialization led to profound changes in the areas of economy, society, and technology. New machines and production methods revolutionized the way goods were manufactured. The introduction of steam engines and later electrical energy enabled faster and more efficient production. This led to increased urbanization, as people moved from rural areas to cities to work in factories. Working conditions were often poor, and workers fought for better rights and working conditions. Industrialization also had far-reaching effects on the environment, as increased production led to pollution and the consumption of resources. Despite its challenges and negative impacts, industrialization laid the foundation for modern industrial society and led to advances in science, technology, and standards of living.

"When did industrialization begin?"

dElefant

Industrialization began in the 18th century in Great Britain.

dElefant MPT

Industrialization began in the 18th century in Great Britain.

luminous base

Industrialization began in the 18th century in Great Britain and quickly spread to other parts of Europe and the world.

luminous base (control)

Industrialization began in the 18th century in Great Britain and quickly spread to other parts of Europe and the world.

luminous extended

In the 18th century.

luminous extended (control)

Industrialization began in the 18th century in Great Britain and quickly spread to other parts of Europe and the world.

dElefant	Industrialization began in the 18th century in Great Britain.
dElefant MPT	Industrialization began in the 18th century in Great Britain.
luminous base	Industrialization began in the 18th century in Great Britain and quickly spread to other parts of Europe and the world.
luminous base (control)	Industrialization began in the 18th century in Great Britain and quickly spread to other parts of Europe and the world.
luminous extended	In the 18th century.
luminous extended (control)	Industrialization began in the 18th century in Great Britain and quickly spread to other parts of Europe and the world.

"What positive effects did industrialization have?"

dElefant

Industrialization had positive effects on the economy by increasing production and reducing poverty. It also led to advances in science and technology, such as the development of new machines and production methods. In addition, urbanization led to improved infrastructure and population growth, which contributed to economic growth.

dElefant MPT

Industrialization had positive effects on society by creating jobs and promoting economic growth. It also led to advances in science and technology, as industry encouraged the development of new technologies and production methods. Furthermore, industrialization improved the quality of life for many people through better healthcare and education.

luminous base

Industrialization led to profound changes in the areas of economy, society, and technology. New machines and production methods revolutionized the way goods were manufactured. The introduction of steam engines and later electrical energy enabled faster and more efficient production. This led to increased urbanization, as people moved from rural areas to cities to work in factories. Working conditions were often poor, and workers fought for better rights and working conditions. Industrialization also had far-reaching effects on the environment, as increased production led to pollution and resource consumption. Despite its challenges and negative impacts, industrialization laid the foundation for modern industrial society and led to advances in science, technology, and standards of living. Complete repetition of the text

luminous base (control)

Industrialization had profound effects on the areas of economy, society, and technology. It led to increased urbanization, as people moved from rural areas to cities to work in factories. Industrialization also had far-reaching effects on the environment, as increased production led to pollution and resource consumption. Despite its challenges and negative impacts, industrialization laid the foundation for modern industrial society and led to advances in science, technology, and standards of living. Mention of negative aspects

luminous extended

Industrialization led to profound changes in the areas of economy, society, and technology.

luminous extended (control)

Industrialization had a number of positive effects on society, including increased urbanization, better working conditions, and higher wages.

dElefant	Industrialization had positive effects on the economy by increasing production and reducing poverty. It also led to advances in science and technology, such as the development of new machines and production methods. In addition, urbanization led to improved infrastructure and population growth, which contributed to economic growth.
dElefant MPT	Industrialization had positive effects on society by creating jobs and promoting economic growth. It also led to advances in science and technology, as industry encouraged the development of new technologies and production methods. Furthermore, industrialization improved the quality of life for many people through better healthcare and education.
luminous base	Industrialization led to profound changes in the areas of economy, society, and technology. New machines and production methods revolutionized the way goods were manufactured. The introduction of steam engines and later electrical energy enabled faster and more efficient production. This led to increased urbanization, as people moved from rural areas to cities to work in factories. Working conditions were often poor, and workers fought for better rights and working conditions. Industrialization also had far-reaching effects on the environment, as increased production led to pollution and resource consumption. Despite its challenges and negative impacts, industrialization laid the foundation for modern industrial society and led to advances in science, technology, and standards of living. Complete repetition of the text
luminous base (control)	Industrialization had profound effects on the areas of economy, society, and technology. It led to increased urbanization, as people moved from rural areas to cities to work in factories. Industrialization also had far-reaching effects on the environment, as increased production led to pollution and resource consumption. Despite its challenges and negative impacts, industrialization laid the foundation for modern industrial society and led to advances in science, technology, and standards of living. Mention of negative aspects
luminous extended	Industrialization led to profound changes in the areas of economy, society, and technology.
luminous extended (control)	Industrialization had a number of positive effects on society, including increased urbanization, better working conditions, and higher wages.

"What role did steam engines and electrical energy play in industrialization?"

dElefant

Steam engines and electrical energy played a decisive role in industrialization by enabling faster and more efficient production.

dElefant MPT

Steam engines and electrical energy played a decisive role in industrialization by enabling faster and more efficient production. Steam engines were used in factories to power machines and other equipment, while electrical energy was used for lighting and other tasks. These technologies enabled more efficient production by replacing manual labor and increasing output.

luminous base

Steam engines and electrical energy were the key technologies of industrialization.

luminous base (control)

Steam engines and electrical energy played an important role in industrialization.

luminous extended

Steam engines and electrical energy were the most important factors that enabled industrialization.

luminous extended (control)

Steam engines and later electrical energy enabled more efficient and faster production.

dElefant	Steam engines and electrical energy played a decisive role in industrialization by enabling faster and more efficient production.
dElefant MPT	Steam engines and electrical energy played a decisive role in industrialization by enabling faster and more efficient production. Steam engines were used in factories to power machines and other equipment, while electrical energy was used for lighting and other tasks. These technologies enabled more efficient production by replacing manual labor and increasing output.
luminous base	Steam engines and electrical energy were the key technologies of industrialization.
luminous base (control)	Steam engines and electrical energy played an important role in industrialization.
luminous extended	Steam engines and electrical energy were the most important factors that enabled industrialization.
luminous extended (control)	Steam engines and later electrical energy enabled more efficient and faster production.

Classification

DElefant-MPT

Punkte

5/5

Platzierung

AlephAlpha luminous-base-control

Punkte

3.5/5

Platzierung

AlephAlpha luminous-extended

Punkte

3.5/5

Platzierung

AlephAlpha luminous-extended-control

Punkte

3.5/5

Platzierung

AlephAlpha luminous-base

Punkte

2/5

Platzierung

DElefant

Punkte

1/5

Platzierung


DElefant-MPT	5/5	1
AlephAlpha luminous-base-control	3.5/5	2
AlephAlpha luminous-extended	3.5/5	2
AlephAlpha luminous-extended-control	3.5/5	2
AlephAlpha luminous-base	2/5	3
DElefant	1/5	4

"Is the following sentence positive or negative? 'The food at the restaurant was delicious and the service was excellent.'"

DElefant

DElefant-MPT

Positive.

luminous-base

The sentence is positive.

luminous-base-control

The sentence is positive.

luminous-extended

The sentence is positive.

luminous-extended-control

The sentence is positive. It contains two adjectives that describe the food and the service.

DElefant	No
DElefant-MPT	Positive.
luminous-base	The sentence is positive.
luminous-base-control	The sentence is positive.
luminous-extended	The sentence is positive.
luminous-extended-control	The sentence is positive. It contains two adjectives that describe the food and the service.

"Is the following sentence positive or negative? 'I am thrilled with my new job and my friendly colleagues.'"

DElefant

DElefant-MPT

positive

luminous-base

The sentence is positive.

luminous-base-control

The sentence is positive.

luminous-extended

The sentence is positive.

luminous-extended-control

This is positive. You like what you are doing and you enjoy your job.

DElefant	No
DElefant-MPT	positive
luminous-base	The sentence is positive.
luminous-base-control	The sentence is positive.
luminous-extended	The sentence is positive.
luminous-extended-control	This is positive. You like what you are doing and you enjoy your job.

"Is the following review positive or negative? 'The car dealership was an absolute disappointment. The salesman was unfriendly and unprofessional and barely took time to answer my questions. The advertised special offers were nothing more than bait offers that turned out to be completely overpriced. The vehicle I purchased already had several defects that were concealed from me. I advise everyone not to visit this dealership.'"

DElefant

No, the review is negative.

DElefant-MPT

positive

luminous-base

The review is positive.

luminous-base-control

The review is negative.

luminous-extended

The review is negative.

luminous-extended-control

Negative

DElefant	No, the review is negative.
DElefant-MPT	positive
luminous-base	The review is positive.
luminous-base-control	The review is negative.
luminous-extended	The review is negative.
luminous-extended-control	Negative

"What are the positive, neutral, and negative aspects of the following review? The restaurant had a fantastic atmosphere and the staff were very friendly. The food was delicious and served promptly. However, the price was a bit high. Overall, I had a great experience."

DElefant

Positive: - Atmosphere: The restaurant had a great atmosphere that contributed to the overall experience. - Staff: The staff were very friendly and attentive, which also contributed to the positive experience. - Food: The food was delicious and served promptly, which also contributed to the positive experience. Neutral: - Price: The price was a bit high, but still within the usual range for a restaurant of this quality. - Time: The time it took to serve the food was a bit long. Negative: - Price: The price was a bit high, which could slightly diminish the positive experience. - Time: The time it took to serve the food was a bit long, which could also slightly diminish the positive experience.

DElefant-MPT

Positives: - Fantastic atmosphere - Friendly staff - Delicious food - Prompt service Negatives: - High price Overall: - Great experience

luminous-base

The review is positive if it highlights the positive aspects of the restaurant. It is neutral if it highlights the positive and negative aspects equally.

luminous-base-control

The atmosphere was fantastic, the staff were friendly, and the food was delicious. However, the price was a bit high.

luminous-extended

Positive: + The atmosphere was fantastic + The staff were very friendly + The food was delicious + The food was served promptly Neutral: - The price was a bit high Negative: There were no negative aspects

luminous-extended-control

Positives: 1. The ambience and staff were great. 2. The food was delicious and served promptly. 3. The price was a bit high, but overall I had a great experience. 4. I would definitely go again!

DElefant	Positive: - Atmosphere: The restaurant had a great atmosphere that contributed to the overall experience. - Staff: The staff were very friendly and attentive, which also contributed to the positive experience. - Food: The food was delicious and served promptly, which also contributed to the positive experience. Neutral: - Price: The price was a bit high, but still within the usual range for a restaurant of this quality. - Time: The time it took to serve the food was a bit long. Negative: - Price: The price was a bit high, which could slightly diminish the positive experience. - Time: The time it took to serve the food was a bit long, which could also slightly diminish the positive experience.
DElefant-MPT	Positives: - Fantastic atmosphere - Friendly staff - Delicious food - Prompt service Negatives: - High price Overall: - Great experience
luminous-base	The review is positive if it highlights the positive aspects of the restaurant. It is neutral if it highlights the positive and negative aspects equally.
luminous-base-control	The atmosphere was fantastic, the staff were friendly, and the food was delicious. However, the price was a bit high.
luminous-extended	Positive: + The atmosphere was fantastic + The staff were very friendly + The food was delicious + The food was served promptly Neutral: - The price was a bit high Negative: There were no negative aspects
luminous-extended-control	Positives: 1. The ambience and staff were great. 2. The food was delicious and served promptly. 3. The price was a bit high, but overall I had a great experience. 4. I would definitely go again!

"What are the positive, neutral, and negative aspects of the following review? Provide a list divided into positive, negative, and neutral aspects. The hotel was nicely furnished and had a cozy atmosphere. The staff were extremely helpful and courteous. The breakfast buffet offered a wide selection of fresh food. However, the air conditioning in my room did not work properly, which led to an unpleasant night. Nevertheless, I would recommend the hotel due to the overall pleasant stay."

DElefant

Positive aspects: - The hotel was nicely furnished and had a cozy atmosphere. - The staff were extremely helpful and courteous. - The breakfast buffet offered a wide selection of fresh food. Negative aspects: - The air conditioning in my room did not work properly, which led to an unpleasant night. - The hotel is located in a noisy area, which made it difficult to sleep at night. Neutral aspects: - Overall pleasant stay.

DElefant-MPT

Positives: - The hotel was nicely furnished and had a cozy atmosphere. - The staff were extremely helpful and courteous. - The breakfast buffet offered a wide selection of fresh food. Negatives: - The air conditioning in my room did not work properly, which led to an unpleasant night. Neutral: - Despite the negative experience with the air conditioning, I would recommend the hotel due to the overall pleasant stay.

luminous-base

The review is positive because it highlights the positive aspects of the hotel. B:The review is neutral because it treats the positive and negative aspects equally. C:The review is negative because it highlights the negative aspects of the hotel.

luminous-base-control

Positive aspects: - Cozy atmosphere - Helpful staff - Wide selection of breakfast options - Working air conditioning in the room Neutral aspects: - Poor air conditioning in the room - No air conditioning in the lobby - No free parking - No free snacks or drinks

luminous-extended

The review is positive because the hotel was nicely furnished and cozy. The staff were helpful and courteous. The breakfast buffet offered a wide selection of fresh food. However, the air conditioning in my room did not work properly, which led to an unpleasant night.

luminous-extended-control

Positive aspect: The hotel was nicely furnished and had a cozy atmosphere. The staff were extremely helpful and courteous. Neutral aspects: The breakfast buffet offered a wide selection of fresh food. Negative: However, the air conditioning in my room did not work properly, which led to an unpleasant night.

DElefant	Positive aspects: - The hotel was nicely furnished and had a cozy atmosphere. - The staff were extremely helpful and courteous. - The breakfast buffet offered a wide selection of fresh food. Negative aspects: - The air conditioning in my room did not work properly, which led to an unpleasant night. - The hotel is located in a noisy area, which made it difficult to sleep at night. Neutral aspects: - Overall pleasant stay.
DElefant-MPT	Positives: - The hotel was nicely furnished and had a cozy atmosphere. - The staff were extremely helpful and courteous. - The breakfast buffet offered a wide selection of fresh food. Negatives: - The air conditioning in my room did not work properly, which led to an unpleasant night. Neutral: - Despite the negative experience with the air conditioning, I would recommend the hotel due to the overall pleasant stay.
luminous-base	The review is positive because it highlights the positive aspects of the hotel. B:The review is neutral because it treats the positive and negative aspects equally. C:The review is negative because it highlights the negative aspects of the hotel.
luminous-base-control	Positive aspects: - Cozy atmosphere - Helpful staff - Wide selection of breakfast options - Working air conditioning in the room Neutral aspects: - Poor air conditioning in the room - No air conditioning in the lobby - No free parking - No free snacks or drinks
luminous-extended	The review is positive because the hotel was nicely furnished and cozy. The staff were helpful and courteous. The breakfast buffet offered a wide selection of fresh food. However, the air conditioning in my room did not work properly, which led to an unpleasant night.
luminous-extended-control	Positive aspect: The hotel was nicely furnished and had a cozy atmosphere. The staff were extremely helpful and courteous. Neutral aspects: The breakfast buffet offered a wide selection of fresh food. Negative: However, the air conditioning in my room did not work properly, which led to an unpleasant night.

Language / grammar understanding

DElefant-MPT

Score

7/7

Ranking

DElefant

Score

6/7

Ranking

AlephAlpha luminous-extended-control

Score

5.5/7

Ranking

AlephAlpha luminous-base-control

Score

5/7

Ranking

AlephAlpha luminous-extended

Score

4.5/7

Ranking

AlephAlpha luminous-base

Score

2/7

Ranking


DElefant-MPT	7/7	1
DElefant	6/7	2
AlephAlpha luminous-extended-control	5.5/7	3
AlephAlpha luminous-base-control	5/7	4
AlephAlpha luminous-extended	4.5/7	5
AlephAlpha luminous-base	2/7	6

"Arrange the words in the given sentence so that it becomes a grammatically correct sentence: quickly jumped the brown fox"

DElefant

The brown fox jumped quickly.

DElefant-MPT

The brown fox jumped quickly.

luminous-base

The brown fox jumped quickly.

luminous-base-control

The brown fox jumped quickly.

luminous-extended

The brown fox jumped quickly.

luminous-extended-control

Quickly jumped the brown fox.

DElefant	The brown fox jumped quickly.
DElefant-MPT	The brown fox jumped quickly.
luminous-base	The brown fox jumped quickly.
luminous-base-control	The brown fox jumped quickly.
luminous-extended	The brown fox jumped quickly.
luminous-extended-control	Quickly jumped the brown fox.

"Add appropriate punctuation to the following sentence to make it grammatically correct: 'When an explanation is attached to the sentence a comma is used.'"

DElefant

When an explanation is attached to the sentence, a comma is used.

DElefant-MPT

When an explanation is attached to the sentence, a comma is used.

luminous-base

When an explanation is attached to the sentence, a comma is used.

luminous-base-control

When an explanation is attached to the sentence, a comma is used.

luminous-extended

When an explanation is attached to the sentence, a comma is used.

luminous-extended-control

When an explanation is attached to the sentence, a comma is used.

DElefant	When an explanation is attached to the sentence, a comma is used.
DElefant-MPT	When an explanation is attached to the sentence, a comma is used.
luminous-base	When an explanation is attached to the sentence, a comma is used.
luminous-base-control	When an explanation is attached to the sentence, a comma is used.
luminous-extended	When an explanation is attached to the sentence, a comma is used.
luminous-extended-control	When an explanation is attached to the sentence, a comma is used.

""Lena is allowed to eat chocolate" – What is the modal verb in this sentence?"

DElefant

The modal verb in this sentence is "is allowed".

DElefant-MPT

The modal verb in the sentence "Lena is allowed to eat chocolate" is "is allowed".

luminous-base

"Lena is allowed to eat chocolate" is a sentence with a modal verb. Modal verbs are verbs that express possibility or necessity

luminous-base-control

The modal verb in this sentence is "to be allowed". The modal verb is a verb that indicates that the action expressed by the verb

luminous-extended

The modal verb in this sentence is "to be allowed".

luminous-extended-control

The verb in this sentence is "to be allowed". The verb "to be allowed" is a modal verb that indicates that something is permitted by another person

DElefant	The modal verb in this sentence is "is allowed".
DElefant-MPT	The modal verb in the sentence "Lena is allowed to eat chocolate" is "is allowed".
luminous-base	"Lena is allowed to eat chocolate" is a sentence with a modal verb. Modal verbs are verbs that express possibility or necessity
luminous-base-control	The modal verb in this sentence is "to be allowed". The modal verb is a verb that indicates that the action expressed by the verb
luminous-extended	The modal verb in this sentence is "to be allowed".
luminous-extended-control	The verb in this sentence is "to be allowed". The verb "to be allowed" is a modal verb that indicates that something is permitted by another person

"What is the subject in the following sentence? Every year in summer Viktor goes on vacation."

DElefant

The topic of the sentence is "Viktor".

DElefant-MPT

The subject of the sentence is "Viktor".

luminous-base

The subject is every year.

luminous-base-control

Viktor

luminous-extended

The subject is every year.

luminous-extended-control

The subject is Viktor. He is the one performing the action in this sentence.

DElefant	The topic of the sentence is "Viktor".
DElefant-MPT	The subject of the sentence is "Viktor".
luminous-base	The subject is every year.
luminous-base-control	Viktor
luminous-extended	The subject is every year.
luminous-extended-control	The subject is Viktor. He is the one performing the action in this sentence.

"What is the direct object in the sentence: 'Can you change the ten-euro bill for me?'"

DElefant

The direct object in the sentence is "the ten-euro bill".

DElefant-MPT

The direct object in the sentence "Can you change the ten-euro bill for me?" is "the ten-euro bill".

luminous-base

"I cannot change the ten-euro bill for you."

luminous-base-control

The direct object is the ten-euro bill. The direct object is the object of the verb "to exchange". The direct object is the object of the verb "to exchange".

luminous-extended

The direct object is the ten-euro bill.

luminous-extended-control

This is the amount of money that you are supposed to receive.

DElefant	The direct object in the sentence is "the ten-euro bill".
DElefant-MPT	The direct object in the sentence "Can you change the ten-euro bill for me?" is "the ten-euro bill".
luminous-base	"I cannot change the ten-euro bill for you."
luminous-base-control	The direct object is the ten-euro bill. The direct object is the object of the verb "to exchange". The direct object is the object of the verb "to exchange".
luminous-extended	The direct object is the ten-euro bill.
luminous-extended-control	This is the amount of money that you are supposed to receive.

"Convert the following statement into indirect speech: "Do you have time tomorrow?", Marie asks her friend."

DElefant

Marie asked her friend whether she had time tomorrow.

DElefant-MPT

Marie asks her friend whether she has time tomorrow.

luminous-base

"I have time tomorrow."

luminous-base-control

Yes, I have time tomorrow.

luminous-extended

"I have time tomorrow", Marie replies.

luminous-extended-control

Marie asks her friend whether she has time tomorrow.

DElefant	Marie asked her friend whether she had time tomorrow.
DElefant-MPT	Marie asks her friend whether she has time tomorrow.
luminous-base	"I have time tomorrow."
luminous-base-control	Yes, I have time tomorrow.
luminous-extended	"I have time tomorrow", Marie replies.
luminous-extended-control	Marie asks her friend whether she has time tomorrow.

"Is the following sentence in the active or passive voice? Convert the sentence into the other form: 'The bank robbers quickly load their loot into the car.'"

DElefant

Passive: The bank robbers quickly load their loot into the car. Active: The bank robbers quickly load their loot into the car.

DElefant-MPT

The sentence is in the active voice. To convert it into the passive voice, we must replace the verb "load" with "was loaded" and replace the subject "the bank robbers" with "the loot". The converted passive sentence would be: "The loot was quickly loaded into the car by the bank robbers."

luminous-base

The loot is quickly loaded into the car.

luminous-base-control

The loot is quickly loaded into the car by the bank robbers.

luminous-extended

The sentence is in the passive voice.

luminous-extended-control

The sentence can be phrased in both the active and passive voice. Here are both versions: Active: "The bank robbers quickly load their loot into the car." Passive: "The loot is quickly loaded into the car by the bank robbers." In both cases, the subject of the sentence is "the bank robbers" and the object is "their loot". The difference lies in the role of the action. In the active voice, the action is performed by the bank robbers, whereas in the passive voice the action is described from the perspective of the object.

DElefant	Passive: The bank robbers quickly load their loot into the car. Active: The bank robbers quickly load their loot into the car.
DElefant-MPT	The sentence is in the active voice. To convert it into the passive voice, we must replace the verb "load" with "was loaded" and replace the subject "the bank robbers" with "the loot". The converted passive sentence would be: "The loot was quickly loaded into the car by the bank robbers."
luminous-base	The loot is quickly loaded into the car.
luminous-base-control	The loot is quickly loaded into the car by the bank robbers.
luminous-extended	The sentence is in the passive voice.
luminous-extended-control	The sentence can be phrased in both the active and passive voice. Here are both versions: Active: "The bank robbers quickly load their loot into the car." Passive: "The loot is quickly loaded into the car by the bank robbers." In both cases, the subject of the sentence is "the bank robbers" and the object is "their loot". The difference lies in the role of the action. In the active voice, the action is performed by the bank robbers, whereas in the passive voice the action is described from the perspective of the object.

Understanding / riddles

DElefant-MPT

Score

2/3

Ranking

AlephAlpha luminous-extended

Score

1/3

Ranking

AlephAlpha luminous-extended-control

Score

1/3

Ranking

DElefant

Score

0/3

Ranking

AlephAlpha luminous-base

Score

0/3

Ranking

AlephAlpha luminous-base-control

Score

0/3

Ranking


DElefant-MPT	2/3	1
AlephAlpha luminous-extended	1/3	2
AlephAlpha luminous-extended-control	1/3	2
DElefant	0/3	3
AlephAlpha luminous-base	0/3	3
AlephAlpha luminous-base-control	0/3	3

"I have three kumquats. I give one to you and you give one to Gonzo. How many kumquats do I have left?"

DElefant

If you have three kumquats and give one to Gonzo, then Gonzo has two fewer kumquats than you. So your kumquats are: 3 - 1 = 2. Gonzo’s kumquats are: 2 - 1 = 1. Therefore, you have 1 kumquat left.

DElefant temperature=0.1

If you have three kumquats and give one to Gonzo, then Gonzo has two fewer kumquats than you. Therefore, you still have two kumquats left.

DElefant-MPT

You have two kumquats left.

luminous-base

Three.

luminous-base-control

You have no kumquats left.

luminous-extended

Two.

luminous-extended-control

You still have two kumquats left.

DElefant	If you have three kumquats and give one to Gonzo, then Gonzo has two fewer kumquats than you. So your kumquats are: 3 - 1 = 2. Gonzo’s kumquats are: 2 - 1 = 1. Therefore, you have 1 kumquat left.
DElefant temperature=0.1	If you have three kumquats and give one to Gonzo, then Gonzo has two fewer kumquats than you. Therefore, you still have two kumquats left.
DElefant-MPT	You have two kumquats left.
luminous-base	Three.
luminous-base-control	You have no kumquats left.
luminous-extended	Two.
luminous-extended-control	You still have two kumquats left.

"I went to St. Ives at dawn and met a man with seven wives, each wife carried seven sacks, each sack carried seven cats, each cat had seven kittens. Kittens, cats, sacks, wives—how many went to St. Ives at dawn?"

DElefant

There is no specific number of people who went to St. Ives at dawn, as there is no count.

DElefant-MPT

There is no exact answer to this question, as there are too many variables. However, we can use the following steps to calculate the number of people who went to St. Ives at dawn: 1. There is one man accompanied by seven women. 2. Each woman carries seven sacks. 3. Each sack contains seven cats. 4. Each cat has seven kittens. 5. Each kitten has seven cats. 6. Each woman has seven kittens. 7. Each kitten has seven cats. 8. Each woman has seven kittens. 9. Each kitten has seven cats. 10. Each woman has seven kittens. 11. Each kitten has seven cats.

DElefant-MPT repetition_penalty=1.05

There is no exact answer to this question, as there are too many variables. However, we can use the following steps to obtain a rough estimate: 1. There is one man with seven women. 2. Each woman carries seven sacks. 3. Each sack contains seven dog collars. 4. Each dog collar contains seven cats. 5. Each cat is assigned seven kittens. 6. The total number of people is 7 + 7 × 7 = 49. 7. The total number of animals is 49 × 7 × 7 × 7 × 7 × 7 × 7 = 9,921. Therefore, the total number of people and animals is 49 + 9,921 = 10,970.

luminous-base

I went to St. Ives at dawn and met a man with seven wives, each wife carried seven sacks, carried seven cats piggyback, each cat had seven kittens—kittens, cats, sacks, wives—how many went to St. Ives at dawn?

luminous-base-control

How many sacks did the women have? ** The women had 7 sacks × 7 = <<7*7=49>>49 sacks.

luminous-extended

luminous-extended-control

I do not know; I did not go to St. Ives at dawn.

DElefant	There is no specific number of people who went to St. Ives at dawn, as there is no count.
DElefant-MPT	There is no exact answer to this question, as there are too many variables. However, we can use the following steps to calculate the number of people who went to St. Ives at dawn: 1. There is one man accompanied by seven women. 2. Each woman carries seven sacks. 3. Each sack contains seven cats. 4. Each cat has seven kittens. 5. Each kitten has seven cats. 6. Each woman has seven kittens. 7. Each kitten has seven cats. 8. Each woman has seven kittens. 9. Each kitten has seven cats. 10. Each woman has seven kittens. 11. Each kitten has seven cats.
DElefant-MPT repetition_penalty=1.05	There is no exact answer to this question, as there are too many variables. However, we can use the following steps to obtain a rough estimate: 1. There is one man with seven women. 2. Each woman carries seven sacks. 3. Each sack contains seven dog collars. 4. Each dog collar contains seven cats. 5. Each cat is assigned seven kittens. 6. The total number of people is 7 + 7 × 7 = 49. 7. The total number of animals is 49 × 7 × 7 × 7 × 7 × 7 × 7 = 9,921. Therefore, the total number of people and animals is 49 + 9,921 = 10,970.
luminous-base	I went to St. Ives at dawn and met a man with seven wives, each wife carried seven sacks, carried seven cats piggyback, each cat had seven kittens—kittens, cats, sacks, wives—how many went to St. Ives at dawn?
luminous-base-control	How many sacks did the women have? ** The women had 7 sacks × 7 = <<7*7=49>>49 sacks.
luminous-extended	I went to St. Ives at dawn and met a man with seven wives, each wife carried seven sacks, carried seven cats piggyback, each cat had seven kittens—kittens, cats, sacks, wives—how many went to St. Ives at dawn?
luminous-extended-control	I do not know; I did not go to St. Ives at dawn.

"Arrange the given numbers in ascending order: 2, 4, 0, 8, 3"

DElefant

The numbers in ascending order are: 0, 3, 2, 4, 8.

DElefant-MPT

0, 2, 3, 4, 8

luminous-base

2, 4, 0, 8, 3

luminous-base-control

2, 4, 8, 3

luminous-extended

2, 4, 0, 8, 3

luminous-extended-control

The correct answer is: 2, 4, 3, 0, 8

DElefant	The numbers in ascending order are: 0, 3, 2, 4, 8.
DElefant-MPT	0, 2, 3, 4, 8
luminous-base	2, 4, 0, 8, 3
luminous-base-control	2, 4, 8, 3
luminous-extended	2, 4, 0, 8, 3
luminous-extended-control	The correct answer is: 2, 4, 3, 0, 8

Coding

DElefant-MPT

Score

3/3

Ranking

DElefant

Score

0.5/3

Ranking

AlephAlpha luminous-extended

Score

0.5/3

Ranking

AlephAlpha luminous-base

Score

0/3

Ranking

AlephAlpha luminous-base-control

Score

0/3

Ranking

AlephAlpha luminous-extended-control

Score

0/3

Ranking


DElefant-MPT	3/3	1
DElefant	0.5/3	2
AlephAlpha luminous-extended	0.5/3	2
AlephAlpha luminous-base	0/3	3
AlephAlpha luminous-base-control	0/3	3
AlephAlpha luminous-extended-control	0/3	3

"Create a scatter plot in Python with matplotlib. Use a normal distribution."

DElefant

No working code, translated import, wrong args in normal function

As an AI language model I cannot generate Python code, but I can provide you with Python code to scrape the website test.de:

DElefant-MPT

Sure, here is an example code to create a scatter plot with matplotlib in Python: python

luminous-base

A scatter plot is a diagram that represents pairs of points (x,y) that are connected by a function y=f(x). B: A normal function is a function that has the shape of a normal distribution. C: A normal distribution is a distribution that is described by a normal function. [...]

luminous-base-control

Here is code that creates a scatter plot in Python with matplotlib using a normal distribution

luminous-extended

def probability(x, mean, std): return (1 - (1 - np.exp(-mean * (x - mean) / std)) * std) / (2 * np.pi * std) I now want to create a scatter plot that shows the probability for a certain value depending on the standard deviation. A: I solved it like this:

luminous-extended-control

Here is code to use a normal distribution with the parameters "mean" and "std" to create a scatter plot with matplotlib

DElefant No working code, translated import, wrong args in normal function	As an AI language model I cannot generate Python code, but I can provide you with Python code to scrape the website test.de:
DElefant-MPT	Sure, here is an example code to create a scatter plot with matplotlib in Python: python
luminous-base	A scatter plot is a diagram that represents pairs of points (x,y) that are connected by a function y=f(x). B: A normal function is a function that has the shape of a normal distribution. C: A normal distribution is a distribution that is described by a normal function. [...]
luminous-base-control	Here is code that creates a scatter plot in Python with matplotlib using a normal distribution
luminous-extended	def probability(x, mean, std): return (1 - (1 - np.exp(-mean * (x - mean) / std)) * std) / (2 * np.pi * std) I now want to create a scatter plot that shows the probability for a certain value depending on the standard deviation. A: I solved it like this:
luminous-extended-control	Here is code to use a normal distribution with the parameters "mean" and "std" to create a scatter plot with matplotlib

"Create Python code to check whether a number is prime or not."

DElefant

As an AI language model I cannot generate Python code, but I can provide you with pseudocode to check whether a number is prime or not: 1. If the number is less than 2, it is not prime. 2. If the number is divisible by another number other than 1 and itself, it is not prime. 3. If the number is divisible by 2 and itself, it is not prime. 4. If the number is divisible by 3 and itself, it is not prime. 5. If the number is divisible by 5 and itself, it is not prime. 6. If the number is divisible by 7 and itself, it is not prime. 7. If the number is divisible by 11 and itself, it is not prime. 8. If the number is divisible by 13 and itself, it is not prime. 9. If the number is divisible by 17 and itself, it is not prime. 10. If the number is divisible by 19 and itself, it is not prime. 11. If the number is divisible by 23 and itself, it is not prime. 12. If the number is divisible by 29 and itself, it is not prime. 13. If the number is divisible by 31 and itself, it is not prime. 14. If the number is divisible by 37 and itself, it is not prime. 15. If the number is divisible by 41 and itself, it is not prime. 16. If the number is divisible by 43 and itself, it is not prime. 17. If the number is divisible by 47 and itself, it is not prime. 18. If the

DElefant-MPT

Here is the Python code to check whether a number is prime or not:

luminous-base

luminous-base-control

Indentation wrong, code not runnable. Here is Python code to check whether a number is prime or not

luminous-extended

luminous-extended-control

Wrong import, indentation wrong, code not runnable, "Zahl" instead of "number" in the call, ... Here is Python code to check whether a number is prime or not

DElefant	As an AI language model I cannot generate Python code, but I can provide you with pseudocode to check whether a number is prime or not: 1. If the number is less than 2, it is not prime. 2. If the number is divisible by another number other than 1 and itself, it is not prime. 3. If the number is divisible by 2 and itself, it is not prime. 4. If the number is divisible by 3 and itself, it is not prime. 5. If the number is divisible by 5 and itself, it is not prime. 6. If the number is divisible by 7 and itself, it is not prime. 7. If the number is divisible by 11 and itself, it is not prime. 8. If the number is divisible by 13 and itself, it is not prime. 9. If the number is divisible by 17 and itself, it is not prime. 10. If the number is divisible by 19 and itself, it is not prime. 11. If the number is divisible by 23 and itself, it is not prime. 12. If the number is divisible by 29 and itself, it is not prime. 13. If the number is divisible by 31 and itself, it is not prime. 14. If the number is divisible by 37 and itself, it is not prime. 15. If the number is divisible by 41 and itself, it is not prime. 16. If the number is divisible by 43 and itself, it is not prime. 17. If the number is divisible by 47 and itself, it is not prime. 18. If the
DElefant-MPT	Here is the Python code to check whether a number is prime or not:
luminous-base
luminous-base-control	Indentation wrong, code not runnable. Here is Python code to check whether a number is prime or not
luminous-extended
luminous-extended-control	Wrong import, indentation wrong, code not runnable, "Zahl" instead of "number" in the call, ... Here is Python code to check whether a number is prime or not

"Create Python code to scrape the website test.de."

DElefant

Scraping works, iteration over results not possible because there is no class with result present. As an AI language model I cannot write code in a specific programming language. However, I can provide you with Python code to scrape the website test.de:

This code uses the `Requests` library to send a GET request to the website and parse the HTML response. It then uses the `BeautifulSoup` library to parse the HTML and extract the results. Finally, it loops through the results and prints the title of each result.

DElefant-MPT

Here is an example Python code to scrape the website test.de: python

This code sends a GET request to the URL test.de and uses BeautifulSoup to parse the HTML page. It then finds the '<title>' tag and prints the text inside it.

luminous-base

Code not runnable. urllib2 is outdated, decoding of the website not performed

luminous-base-control

Generation aborted early, translated import, indentation wrong Here is Python code for scraping the website test.de

luminous-extended

First runnable code, wrong website

luminous-extended-control

Translated import, no working code Here is Python code to scrape test.de

DElefant	Scraping works, iteration over results not possible because there is no class with result present. As an AI language model I cannot write code in a specific programming language. However, I can provide you with Python code to scrape the website test.de: This code uses the `Requests` library to send a GET request to the website and parse the HTML response. It then uses the `BeautifulSoup` library to parse the HTML and extract the results. Finally, it loops through the results and prints the title of each result.
DElefant-MPT	Here is an example Python code to scrape the website test.de: python This code sends a GET request to the URL test.de and uses BeautifulSoup to parse the HTML page. It then finds the '<title>' tag and prints the text inside it.
luminous-base	Code not runnable. urllib2 is outdated, decoding of the website not performed
luminous-base-control	Generation aborted early, translated import, indentation wrong Here is Python code for scraping the website test.de
luminous-extended	First runnable code, wrong website
luminous-extended-control	Translated import, no working code Here is Python code to scrape test.de

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