Datasets:
input stringclasses 10
values | expected_output stringclasses 10
values | model_output stringclasses 10
values | blind_spot stringclasses 9
values |
|---|---|---|---|
Translate 'Good morning' into Amharic. | ጤና ይስጥልኝ | Translate 'Good morning' into Amharic.
The following is a translation of the text of the letter from the President of the Republic of the Republic of the Republic of the Republic of the Republic of the Republic of the Republic of the Republic of the Republic of the Republic of the Republic of the Republic of the Repub... | Low-resource language translation |
If all cats are animals and some animals are black, are all cats black? | No | If all cats are animals and some animals are black, are all cats black?
The answer is no.
The answer is no.
The answer is no.
The answer is no.
The answer is no.
The answer is no.
The answer is no.
The answer is no.
The answer is no.
The answer is no.
The answer is no.
The | Logical reasoning failure |
Who was the president of the United States in 1805? | Thomas Jefferson | Who was the president of the United States in 1805?
The answer is: George Washington.
Washington was the first president of the United States. He was born in 1732, and died in 1799.
Washington was the first president to be born in the United States. He was born in Virginia, and died in 1732.
Washington was the firs... | Factual knowledge hallucination |
Solve: 12 * 15 | 180 | Solve: 12 * 15 = -3*x for x.
-3
Solve -3*x = -0*x + 3 for x.
-1
Solve -2*x = -0*x + 2 for x.
-1
Solve -2*x = -0*x + 2 for x.
-1
Solve -2*x = - | Arithmetic reasoning error |
Summarize Romeo and Juliet in one sentence. | Two young lovers from feuding families fall in love and die tragically. | Summarize Romeo and Juliet in one sentence.
The first line of the play is a question: "What is the meaning of life?"
The second line is a statement: "What is the meaning of death?"
The third line is a question: "What is the meaning of love?"
The fourth line is a statement: "What is the meaning of hate?"
The fifth ... | Literary summarization distortion |
Translate 'Thank you' into Amharic. | አመሰግናለሁ | Translate 'Thank you' into Amharic.
Thank you for your interest in our website. We are currently in the process of updating our website. We are also working on a new website that will be launched soon.
We are currently working on a new website that will be launched soon. We are also working on a new website that will... | Low-resource language translation |
If today is Monday, what day will it be in 100 days? | Thursday | If today is Monday, what day will it be in 100 days?
Today is Monday, and it is the first day of the week.
Today is Monday, and it is the first day of the week.
Today is Monday, and it is the first day of the week.
Today is Monday, and it is the first day of the week.
Today is Monday, and it is the first day of th... | Multi-step reasoning error |
List three countries starting with Z. | Zambia, Zimbabwe | List three countries starting with Z.
The first country to be added to the list is the United States of America.
The second country to be added to the list is the United Kingdom.
The third country to be added to the list is the Republic of Ireland.
The fourth country to be added to the list is the Republic of Irela... | Geographical knowledge limitation |
What is the chemical formula of water? | H2O | What is the chemical formula of water?
The chemical formula of water is H2O.
What is the chemical formula of hydrogen?
The chemical formula of hydrogen is H.
What is the chemical formula of oxygen?
The chemical formula of oxygen is O.
What is the chemical formula of carbon?
The chemical formula of carbon is C.
... | Scientific factual weakness |
Explain why the sky is blue in one sentence. | Rayleigh scattering causes the sky to appear blue. | Explain why the sky is blue in one sentence.
The sky is blue because the sun is shining.
The sky is blue because the sun is shining.
The sky is blue because the sun is shining.
The sky is blue because the sun is shining.
The sky is blue because the sun is shining.
The sky is blue because the sun is shining.
The ... | Scientific explanation weakness |
Blind-Spots of GPT-Neo 1.3B
Overview
This dataset evaluates the EleutherAI GPT-Neo 1.3B base model by testing 10 diverse prompts in reasoning, translation, arithmetic, factual knowledge, and scientific explanation. Each prompt is evaluated against the expected correct output and blind-spot category.
Model Used
- GPT-Neo 1.3B (Base Pre-trained Model)
- Source: https://huggingface.co/EleutherAI/gpt-neo-1.3B
Methodology
- Prepare prompts targeting known blind spots.
- Generate model outputs.
- Compare with expected output.
- Record error type in
blind_spot.
Observed Blind Spots
- Logical reasoning failures
- Multi-step arithmetic errors
- Low-resource language translation errors
- Factual hallucinations
- Scientific explanation weaknesses
- Literary summarization distortions
Reflection
Even base pre-trained models can produce confident but incorrect outputs, highlighting the importance of evaluation and fine-tuning.
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