[Eval] Evaluation of abstract reasoning capabilities of language models with the Raven Matrices test

[ggendro]

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Eval details 📑

Eval name

Raven Matrices

Eval description

This benchmark evaluates the ability of a language to perform abstract reasoning using a text-based version of the Raven Matrices test. The task consist of finding a pattern from a set of choices that completes a sequence of eight previous samples. We provide various types of matrices, either under natural language or symbolic formats, with multiple-choices and open-ended settings.

What makes this a useful eval?

Abstract reasoning is an useful task to evaluate the ability of a language model to extract a pattern from few examples. The abstract nature of the pattern requires the model to find the most generic pattern, allowing to test the generalization capacities of language models. Abstract reasoning is a task on which current language models do not perform well, although they have been under-evaluated in the research.

Criteria for a good eval ✅

Below are some of the criteria we look for in a good eval. In general, we are seeking cases where the model does not do a good job despite being capable of generating a good response (note that there are some things large language models cannot do, so those would not make good evals).

Your eval should be:

• Thematically consistent: The eval should be thematically consistent. We'd like to see a number of prompts all demonstrating some particular failure mode. For example, we can create an eval on cases where the model fails to reason about the physical world.
• Contains failures where a human can do the task, but either GPT-4 or GPT-3.5-Turbo could not.
• Includes good signal around what is the right behavior. This means either a correct answer for Basic evals or the Fact Model-graded eval, or an exhaustive rubric for evaluating answers for the Criteria Model-graded eval.
• Include at least 15 high quality examples.

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Unique eval value

Our eval contains an extensive list of high-quality samples from a challenging and under-evaluated task, with several levels of difficulty and different formats.

Eval structure 🏗️

Your eval should

• Check that your data is in evals/registry/data/{name}
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Final checklist 👀

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Submit eval

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Eval JSON data

Since we are using Git LFS, we are asking eval submitters to add in as many Eval Samples (at least 5) from their contribution here:

View evals in JSON

Eval

{"input": [{"role": "system", "content": "Find the pattern number 9 that completes the sequence. Pick the letter in front of the correct pattern that logically follows in the sequence from the answer set. Patterns in the sequence are preceded by a number from 1 to 8. Patterns in the answer set are preceded by a letter from A to H. Only return the letter in front of the correct pattern."}, {"role": "user", "content": "1. On an image, a large orange circle rotated at 90 degrees. "}, {"role": "user", "content": "2. On an image, a giant orange pentagon rotated at 90 degrees. "}, {"role": "user", "content": "3. On an image, a small red triangle rotated at 90 degrees. "}, {"role": "user", "content": "4. On an image, a small orange circle rotated at 135 degrees. "}, {"role": "user", "content": "5. On an image, a large orange pentagon rotated at 135 degrees. "}, {"role": "user", "content": "6. On an image, a giant red triangle rotated at 135 degrees. "}, {"role": "user", "content": "7. On an image, a giant red circle rotated at -45 degrees. "}, {"role": "user", "content": "8. On an image, a small red pentagon rotated at -45 degrees. "}, {"role": "user", "content": "A. On an image, a large red triangle rotated at -45 degrees. "}, {"role": "user", "content": "B. On an image, a large red circle rotated at -45 degrees. "}, {"role": "user", "content": "C. On an image, a large red hexagon rotated at -45 degrees. "}, {"role": "user", "content": "D. On an image, a medium red triangle rotated at -45 degrees. "}, {"role": "user", "content": "E. On an image, a large orange triangle rotated at -45 degrees. "}, {"role": "user", "content": "F. On an image, a large red pentagon rotated at -45 degrees. "}, {"role": "user", "content": "G. On an image, a large pink triangle rotated at -45 degrees. "}, {"role": "user", "content": "H. On an image, a large lime triangle rotated at -45 degrees. "}, {"role": "user", "content": "The answer is "}], "ideal": "A"}
{"input": [{"role": "system", "content": "Find the pattern number 9 that completes the sequence. Pick the letter in front of the correct pattern that logically follows in the sequence from the answer set. Patterns in the sequence are preceded by a number from 1 to 8. Patterns in the answer set are preceded by a letter from A to H. Only return the letter in front of the correct pattern."}, {"role": "user", "content": "1. On an image, a huge purple triangle rotated at 180 degrees in the bottom right, a small purple triangle rotated at -45 degrees in the top left, a large purple triangle rotated at 45 degrees in the bottom left. "}, {"role": "user", "content": "2. On an image, a huge pink circle rotated at 180 degrees in the bottom right, a small pink circle rotated at -45 degrees in the bottom left, a large pink circle rotated at 45 degrees in the top right. "}, {"role": "user", "content": "3. On an image, a huge white square rotated at 180 degrees in the bottom right, a small white square rotated at -45 degrees in the top left, a large white square rotated at 45 degrees in the top right. "}, {"role": "user", "content": "4. On an image, a large lime circle rotated at 0 degrees in the bottom right, a tiny lime circle rotated at 90 degrees in the top left, a giant lime circle rotated at -45 degrees in the top right. "}, {"role": "user", "content": "5. On an image, a large green square rotated at 0 degrees in the bottom right, a tiny green square rotated at 90 degrees in the top left, a giant green square rotated at -45 degrees in the bottom left. "}, {"role": "user", "content": "6. On an image, a large cyan triangle rotated at 0 degrees in the bottom right, a tiny cyan triangle rotated at 90 degrees in the bottom left, a giant cyan triangle rotated at -45 degrees in the top right. "}, {"role": "user", "content": "7. On an image, a huge lime square rotated at 135 degrees in the bottom right, a tiny lime square rotated at 0 degrees in the bottom left, a tiny lime square rotated at 135 degrees in the top right. "}, {"role": "user", "content": "8. On an image, a huge green triangle rotated at 135 degrees in the bottom right, a tiny green triangle rotated at 0 degrees in the top left, a tiny green triangle rotated at 135 degrees in the top right. "}, {"role": "user", "content": "A. On an image, a huge cyan pentagon rotated at 135 degrees in the bottom right, a tiny cyan triangle rotated at 0 degrees in the top left, a tiny cyan triangle rotated at 135 degrees in the bottom left. "}, {"role": "user", "content": "B. On an image, a huge cyan circle rotated at 135 degrees in the top right, a tiny cyan circle rotated at 0 degrees in the bottom left, a tiny cyan circle rotated at 135 degrees in the top left. "}, {"role": "user", "content": "C. On an image, a huge cyan square rotated at 135 degrees in the bottom right, a tiny cyan hexagon rotated at 0 degrees in the top left, a tiny cyan hexagon rotated at 135 degrees in the bottom left. "}, {"role": "user", "content": "D. On an image, a huge cyan circle rotated at 135 degrees in the top left, a tiny cyan circle rotated at 0 degrees in the bottom right, a tiny cyan circle rotated at 135 degrees in the top right. "}, {"role": "user", "content": "E. On an image, a huge cyan circle rotated at 135 degrees in the bottom right, a tiny cyan circle rotated at 0 degrees in the top left, a tiny cyan circle rotated at 135 degrees in the bottom left. "}, {"role": "user", "content": "F. On an image, a huge yellow circle rotated at 135 degrees in the bottom right, a tiny lime circle rotated at 0 degrees in the top left, a tiny orange circle rotated at 135 degrees in the bottom left. "}, {"role": "user", "content": "G. On an image, a huge cyan circle rotated at 135 degrees in the bottom left, a tiny cyan circle rotated at 0 degrees in the top right, a tiny cyan circle rotated at 135 degrees in the bottom right. "}, {"role": "user", "content": "H. On an image, a huge cyan hexagon rotated at 135 degrees in the bottom right, a tiny cyan pentagon rotated at 0 degrees in the top left, a tiny cyan pentagon rotated at 135 degrees in the bottom left. "}, {"role": "user", "content": "The answer is "}], "ideal": "E"}
{"input": [{"role": "system", "content": "Find the pattern number 9 that completes the sequence. Pick the letter in front of the correct pattern that logically follows in the sequence from the answer set. Patterns in the sequence are preceded by a number from 1 to 8. Patterns in the answer set are preceded by a letter from A to H. Only return the letter in front of the correct pattern."}, {"role": "user", "content": "1. On an image, a small red circle rotated at -135 degrees in the top left. "}, {"role": "user", "content": "2. On an image, a small red hexagon rotated at -135 degrees in the top right. "}, {"role": "user", "content": "3. On an image, a small red triangle rotated at -135 degrees in the center. "}, {"role": "user", "content": "4. On an image, a giant cyan hexagon rotated at -135 degrees in the top center. "}, {"role": "user", "content": "5. On an image, a giant cyan triangle rotated at -135 degrees in the center left. "}, {"role": "user", "content": "6. On an image, a giant cyan circle rotated at -135 degrees in the center right. "}, {"role": "user", "content": "7. On an image, a tiny green triangle rotated at -45 degrees in the center, a tiny green triangle rotated at -45 degrees in the bottom left, a tiny green triangle rotated at -45 degrees in the center left. "}, {"role": "user", "content": "8. On an image, a tiny green circle rotated at -45 degrees in the bottom left, a tiny green circle rotated at -45 degrees in the bottom right, a tiny green circle rotated at -45 degrees in the center right. "}, {"role": "user", "content": "A. On an image, a huge yellow circle rotated at -45 degrees in the bottom center, a large green square rotated at 180 degrees in the center left, a small red triangle rotated at -45 degrees in the top center, a medium pink triangle rotated at -45 degrees in the center, a small green pentagon rotated at 135 degrees in the bottom right, a giant lime triangle rotated at 180 degrees in the top left, a large blue pentagon rotated at -90 degrees in the center right. "}, {"role": "user", "content": "B. On an image, a tiny green circle rotated at -45 degrees in the bottom right, a tiny green triangle rotated at -45 degrees in the top center, a tiny green triangle rotated at -45 degrees in the bottom center. "}, {"role": "user", "content": "C. On an image, a tiny green triangle rotated at -45 degrees in the bottom right, a tiny green square rotated at -45 degrees in the top center, a tiny green circle rotated at -45 degrees in the bottom center. "}, {"role": "user", "content": "D. On an image, a large green hexagon rotated at -45 degrees in the bottom right, a giant green hexagon rotated at -45 degrees in the top center, a small green hexagon rotated at -45 degrees in the bottom center. "}, {"role": "user", "content": "E. On an image, a huge green hexagon rotated at -45 degrees in the bottom right, a medium green hexagon rotated at -45 degrees in the top center, a large green hexagon rotated at -45 degrees in the bottom center. "}, {"role": "user", "content": "F. On an image, a tiny green hexagon rotated at -45 degrees in the center right, a tiny green hexagon rotated at -45 degrees in the center, a tiny green hexagon rotated at -45 degrees in the top center. "}, {"role": "user", "content": "G. On an image, a tiny green pentagon rotated at -45 degrees in the bottom right, a tiny green circle rotated at -45 degrees in the top center, a tiny green pentagon rotated at -45 degrees in the bottom center. "}, {"role": "user", "content": "H. On an image, a tiny green hexagon rotated at -45 degrees in the bottom right, a tiny green hexagon rotated at -45 degrees in the top center, a tiny green hexagon rotated at -45 degrees in the bottom center. "}, {"role": "user", "content": "The answer is "}], "ideal": "H"}

{"input": [{"role": "system", "content": "Find the pattern number 9 that completes the sequence. Pick the letter in front of the correct pattern that logically follows in the sequence from the answer set. Patterns in the sequence are preceded by a number from 1 to 8. Patterns in the answer set are preceded by a letter from A to H. Only return the letter in front of the correct pattern."}, {"role": "user", "content": "1. [(D, B, F, F,)] "}, {"role": "user", "content": "2. [(F, B, D, F,)] "}, {"role": "user", "content": "3. [(B, A, B, F,)] "}, {"role": "user", "content": "4. [(B, B, F, G,)] "}, {"role": "user", "content": "5. [(D, B, D, G,)] "}, {"role": "user", "content": "6. [(F, A, B, G,)] "}, {"role": "user", "content": "7. [(F, A, F, C,)] "}, {"role": "user", "content": "8. [(B, A, D, C,)] "}, {"role": "user", "content": "A. [(D, A, B, C,)] "}, {"role": "user", "content": "B. [(D, A, F, C,)] "}, {"role": "user", "content": "C. [(D, A, E, C,)] "}, {"role": "user", "content": "D. [(C, A, B, C,)] "}, {"role": "user", "content": "E. [(D, B, B, C,)] "}, {"role": "user", "content": "F. [(D, A, D, C,)] "}, {"role": "user", "content": "G. [(D, I, B, C,)] "}, {"role": "user", "content": "H. [(D, D, B, C,)] "}, {"role": "user", "content": "The answer is "}], "ideal": "A"}
{"input": [{"role": "system", "content": "Find the pattern number 9 that completes the sequence. Pick the letter in front of the correct pattern that logically follows in the sequence from the answer set. Patterns in the sequence are preceded by a number from 1 to 8. Patterns in the answer set are preceded by a letter from A to H. Only return the letter in front of the correct pattern."}, {"role": "user", "content": "1. [(E, H, B, H, BR), (B, H, B, C, TL), (D, H, B, E, BL)] "}, {"role": "user", "content": "2. [(E, I, F, H, BR), (B, I, F, C, BL), (D, I, F, E, TR)] "}, {"role": "user", "content": "3. [(E, J, C, H, BR), (B, J, C, C, TL), (D, J, C, E, TR)] "}, {"role": "user", "content": "4. [(D, D, F, D, BR), (A, D, F, F, TL), (F, D, F, C, TR)] "}, {"role": "user", "content": "5. [(D, E, C, D, BR), (A, E, C, F, TL), (F, E, C, C, BL)] "}, {"role": "user", "content": "6. [(D, F, B, D, BR), (A, F, B, F, BL), (F, F, B, C, TR)] "}, {"role": "user", "content": "7. [(E, D, C, G, BR), (A, D, C, D, BL), (A, D, C, G, TR)] "}, {"role": "user", "content": "8. [(E, E, B, G, BR), (A, E, B, D, TL), (A, E, B, G, TR)] "}, {"role": "user", "content": "A. [(E, F, D, G, BR), (A, F, B, D, TL), (A, F, B, G, BL)] "}, {"role": "user", "content": "B. [(E, F, F, G, TR), (A, F, F, D, BL), (A, F, F, G, TL)] "}, {"role": "user", "content": "C. [(E, F, C, G, BR), (A, F, E, D, TL), (A, F, E, G, BL)] "}, {"role": "user", "content": "D. [(E, F, F, G, TL), (A, F, F, D, BR), (A, F, F, G, TR)] "}, {"role": "user", "content": "E. [(E, F, F, G, BR), (A, F, F, D, TL), (A, F, F, G, BL)] "}, {"role": "user", "content": "F. [(E, C, F, G, BR), (A, D, F, D, TL), (A, B, F, G, BL)] "}, {"role": "user", "content": "G. [(E, F, F, G, BL), (A, F, F, D, TR), (A, F, F, G, BR)] "}, {"role": "user", "content": "H. [(E, F, E, G, BR), (A, F, D, D, TL), (A, F, D, G, BL)] "}, {"role": "user", "content": "The answer is "}], "ideal": "E"}
{"input": [{"role": "system", "content": "Find the pattern number 9 that completes the sequence. Pick the letter in front of the correct pattern that logically follows in the sequence from the answer set. Patterns in the sequence are preceded by a number from 1 to 8. Patterns in the answer set are preceded by a letter from A to H. Only return the letter in front of the correct pattern."}, {"role": "user", "content": "1. [(B, A, F, A, TL)] "}, {"role": "user", "content": "2. [(B, A, E, A, TR)] "}, {"role": "user", "content": "3. [(B, A, B, A, C)] "}, {"role": "user", "content": "4. [(F, F, E, A, TC)] "}, {"role": "user", "content": "5. [(F, F, B, A, CL)] "}, {"role": "user", "content": "6. [(F, F, F, A, CR)] "}, {"role": "user", "content": "7. [(A, E, B, C, C), (A, E, B, C, BL), (A, E, B, C, CL)] "}, {"role": "user", "content": "8. [(A, E, F, C, BL), (A, E, F, C, BR), (A, E, F, C, CR)] "}, {"role": "user", "content": "A. [(E, C, F, C, BC), (D, E, C, H, CL), (B, A, B, C, TC), (C, I, B, C, C), (B, E, D, G, BR), (F, D, B, H, TL), (D, G, D, B, CR)] "}, {"role": "user", "content": "B. [(A, E, F, C, BR), (A, E, B, C, TC), (A, E, B, C, BC)] "}, {"role": "user", "content": "C. [(A, E, B, C, BR), (A, E, C, C, TC), (A, E, F, C, BC)] "}, {"role": "user", "content": "D. [(D, E, E, C, BR), (F, E, E, C, TC), (B, E, E, C, BC)] "}, {"role": "user", "content": "E. [(E, E, E, C, BR), (C, E, E, C, TC), (D, E, E, C, BC)] "}, {"role": "user", "content": "F. [(A, E, E, C, CR), (A, E, E, C, C), (A, E, E, C, TC)] "}, {"role": "user", "content": "G. [(A, E, D, C, BR), (A, E, F, C, TC), (A, E, D, C, BC)] "}, {"role": "user", "content": "H. [(A, E, E, C, BR), (A, E, E, C, TC), (A, E, E, C, BC)] "}, {"role": "user", "content": "The answer is "}], "ideal": "H"}

{"input": [{"role": "system", "content": "Find the pattern number 9 that completes the sequence. Write the correct pattern with the same format as in the examples. Patterns in the sequence are preceded by a number from 1 to 8. "}, {"role": "user", "content": "1. On an image, a large orange circle rotated at 90 degrees. "}, {"role": "user", "content": "2. On an image, a giant orange pentagon rotated at 90 degrees. "}, {"role": "user", "content": "3. On an image, a small red triangle rotated at 90 degrees. "}, {"role": "user", "content": "4. On an image, a small orange circle rotated at 135 degrees. "}, {"role": "user", "content": "5. On an image, a large orange pentagon rotated at 135 degrees. "}, {"role": "user", "content": "6. On an image, a giant red triangle rotated at 135 degrees. "}, {"role": "user", "content": "7. On an image, a giant red circle rotated at -45 degrees. "}, {"role": "user", "content": "8. On an image, a small red pentagon rotated at -45 degrees. "}, {"role": "user", "content": "The pattern that logically follows is:\n9. "}], "ideal": "On an image, a large red triangle rotated at -45 degrees. "}
{"input": [{"role": "system", "content": "Find the pattern number 9 that completes the sequence. Write the correct pattern with the same format as in the examples. Patterns in the sequence are preceded by a number from 1 to 8. "}, {"role": "user", "content": "1. On an image, a huge purple triangle rotated at 180 degrees in the bottom right, a small purple triangle rotated at -45 degrees in the top left, a large purple triangle rotated at 45 degrees in the bottom left. "}, {"role": "user", "content": "2. On an image, a huge pink circle rotated at 180 degrees in the bottom right, a small pink circle rotated at -45 degrees in the bottom left, a large pink circle rotated at 45 degrees in the top right. "}, {"role": "user", "content": "3. On an image, a huge white square rotated at 180 degrees in the bottom right, a small white square rotated at -45 degrees in the top left, a large white square rotated at 45 degrees in the top right. "}, {"role": "user", "content": "4. On an image, a large lime circle rotated at 0 degrees in the bottom right, a tiny lime circle rotated at 90 degrees in the top left, a giant lime circle rotated at -45 degrees in the top right. "}, {"role": "user", "content": "5. On an image, a large green square rotated at 0 degrees in the bottom right, a tiny green square rotated at 90 degrees in the top left, a giant green square rotated at -45 degrees in the bottom left. "}, {"role": "user", "content": "6. On an image, a large cyan triangle rotated at 0 degrees in the bottom right, a tiny cyan triangle rotated at 90 degrees in the bottom left, a giant cyan triangle rotated at -45 degrees in the top right. "}, {"role": "user", "content": "7. On an image, a huge lime square rotated at 135 degrees in the bottom right, a tiny lime square rotated at 0 degrees in the bottom left, a tiny lime square rotated at 135 degrees in the top right. "}, {"role": "user", "content": "8. On an image, a huge green triangle rotated at 135 degrees in the bottom right, a tiny green triangle rotated at 0 degrees in the top left, a tiny green triangle rotated at 135 degrees in the top right. "}, {"role": "user", "content": "The pattern that logically follows is:\n9. "}], "ideal": "On an image, a huge cyan circle rotated at 135 degrees in the bottom right, a tiny cyan circle rotated at 0 degrees in the top left, a tiny cyan circle rotated at 135 degrees in the bottom left. "}
{"input": [{"role": "system", "content": "Find the pattern number 9 that completes the sequence. Write the correct pattern with the same format as in the examples. Patterns in the sequence are preceded by a number from 1 to 8. "}, {"role": "user", "content": "1. On an image, a small red circle rotated at -135 degrees in the top left. "}, {"role": "user", "content": "2. On an image, a small red hexagon rotated at -135 degrees in the top right. "}, {"role": "user", "content": "3. On an image, a small red triangle rotated at -135 degrees in the center. "}, {"role": "user", "content": "4. On an image, a giant cyan hexagon rotated at -135 degrees in the top center. "}, {"role": "user", "content": "5. On an image, a giant cyan triangle rotated at -135 degrees in the center left. "}, {"role": "user", "content": "6. On an image, a giant cyan circle rotated at -135 degrees in the center right. "}, {"role": "user", "content": "7. On an image, a tiny green triangle rotated at -45 degrees in the center, a tiny green triangle rotated at -45 degrees in the bottom left, a tiny green triangle rotated at -45 degrees in the center left. "}, {"role": "user", "content": "8. On an image, a tiny green circle rotated at -45 degrees in the bottom left, a tiny green circle rotated at -45 degrees in the bottom right, a tiny green circle rotated at -45 degrees in the center right. "}, {"role": "user", "content": "The pattern that logically follows is:\n9. "}], "ideal": "On an image, a tiny green hexagon rotated at -45 degrees in the bottom right, a tiny green hexagon rotated at -45 degrees in the top center, a tiny green hexagon rotated at -45 degrees in the bottom center. "}

{"input": [{"role": "system", "content": "Find the pattern number 9 that completes the sequence. Write the correct pattern with the same format as in the examples. Patterns in the sequence are preceded by a number from 1 to 8. "}, {"role": "user", "content": "1. [(D, B, F, F,)] "}, {"role": "user", "content": "2. [(F, B, D, F,)] "}, {"role": "user", "content": "3. [(B, A, B, F,)] "}, {"role": "user", "content": "4. [(B, B, F, G,)] "}, {"role": "user", "content": "5. [(D, B, D, G,)] "}, {"role": "user", "content": "6. [(F, A, B, G,)] "}, {"role": "user", "content": "7. [(F, A, F, C,)] "}, {"role": "user", "content": "8. [(B, A, D, C,)] "}, {"role": "user", "content": "The pattern that logically follows is:\n9. "}], "ideal": "[(D, A, B, C,)] "}
{"input": [{"role": "system", "content": "Find the pattern number 9 that completes the sequence. Write the correct pattern with the same format as in the examples. Patterns in the sequence are preceded by a number from 1 to 8. "}, {"role": "user", "content": "1. [(E, H, B, H, BR), (B, H, B, C, TL), (D, H, B, E, BL)] "}, {"role": "user", "content": "2. [(E, I, F, H, BR), (B, I, F, C, BL), (D, I, F, E, TR)] "}, {"role": "user", "content": "3. [(E, J, C, H, BR), (B, J, C, C, TL), (D, J, C, E, TR)] "}, {"role": "user", "content": "4. [(D, D, F, D, BR), (A, D, F, F, TL), (F, D, F, C, TR)] "}, {"role": "user", "content": "5. [(D, E, C, D, BR), (A, E, C, F, TL), (F, E, C, C, BL)] "}, {"role": "user", "content": "6. [(D, F, B, D, BR), (A, F, B, F, BL), (F, F, B, C, TR)] "}, {"role": "user", "content": "7. [(E, D, C, G, BR), (A, D, C, D, BL), (A, D, C, G, TR)] "}, {"role": "user", "content": "8. [(E, E, B, G, BR), (A, E, B, D, TL), (A, E, B, G, TR)] "}, {"role": "user", "content": "The pattern that logically follows is:\n9. "}], "ideal": "[(E, F, F, G, BR), (A, F, F, D, TL), (A, F, F, G, BL)] "}
{"input": [{"role": "system", "content": "Find the pattern number 9 that completes the sequence. Write the correct pattern with the same format as in the examples. Patterns in the sequence are preceded by a number from 1 to 8. "}, {"role": "user", "content": "1. [(B, A, F, A, TL)] "}, {"role": "user", "content": "2. [(B, A, E, A, TR)] "}, {"role": "user", "content": "3. [(B, A, B, A, C)] "}, {"role": "user", "content": "4. [(F, F, E, A, TC)] "}, {"role": "user", "content": "5. [(F, F, B, A, CL)] "}, {"role": "user", "content": "6. [(F, F, F, A, CR)] "}, {"role": "user", "content": "7. [(A, E, B, C, C), (A, E, B, C, BL), (A, E, B, C, CL)] "}, {"role": "user", "content": "8. [(A, E, F, C, BL), (A, E, F, C, BR), (A, E, F, C, CR)] "}, {"role": "user", "content": "The pattern that logically follows is:\n9. "}], "ideal": "[(A, E, E, C, BR), (A, E, E, C, TC), (A, E, E, C, BC)] "}

[usama-openai]

Thanks for the contribution. I would like to request the following changes:

1. Kindly revert all the changes in the .gitattributes file. You don't need to make any changes to this file. If git lfs is properly installed, the required files will automatically be pushed as lfs files.

2. I would recommend asking the model to reason before answering and using the Includes evaluation method here because such complex tasks are hard for the model to do zero-shot without a chance to reason through the steps. Asking the model to provide the chain of thought will give the model a fair chance to solve the problem, and a proper evaluation method can be used to evaluate the provided answer. You can also add instructions to provide output in a specific format and then use that format to write the ideal answer. For example, the model can be asked to enclose the final answer in square brackets, and the ideal answer can be formatted like [A]. It'll give the model a proper chance to reason before answering, and the proper formatting will help in identifying the final answer using the Includes method.

3. I would recommend that you create an eval set for these evals. You can read documentation or have a look at other eval sets in the evals/evals/registry/eval_sets/ directory.

4. 10000 samples are too many. Kindly add the maximum of  2000 samples to a dataset.

5. The yaml file has some mistakes. A few of them are below:

   • The dataset used for raven-matrices-symbolic-in-center-single-out-center-single.dev.v0 is symbolic/distribute_nine.jsonl, which is wrong.

   • The eval raven-matrices-symbolic-open-distribute-four is using the id raven-matrices-symbolic-open-distribute-four.dev.v0, but this id doesn't exist.

   • The dataset used for raven-matrices-symbolic-open-in-center-single-out-center-single.dev.v0 is symbolic-open/distribute_nine.jsonl, which is wrong.

   Kindly correct all such mistakes.

6. If you created the dataset using a generator script, we would really appreciate it if you could put the script in the directory evals/registry/data/raven-matrices.

We would love to review the PR again after the suggested changes.

[ggendro]

Thank you for the feedback!

I proceeded to the following changes:

1. I reverted the modification of the .gitattributes file
2. I modified the evaluation from Match to Includes and added the following sentence to the prompt of the samples with multiple choices: Explain your reasoning step-by-step and provide the expected output immediately after writing the word ANSWER: . and this sentence to the prompt of the open-question samples: Explain your reasoning step-by-step and provide the expected output immediately after writing the word ANSWER: 9.
3. I added a file in evals_sets listing the new evals
4. I pruned the files to 2000 samples each
5. I apologise for the typos in the yaml file, they are now corrected
6. The dataset was not created from a generator script but adapted from the visual question answering Raven Matrices test to text format.

[usama-openai]

Thanks for implementing the requested changes. I would like to request one more change.

For multiple choice questions, pormpt is a bit ambiguous in sense that it asks the model to write provided output after writing ANSWER: but it doesn't tell about the format. Ideal answer is in format ANSWER: A but model may output as ANSWER: [(E, H, F, B,)] which is actually the value of choice A due to lack of rpoper instructions.

[ggendro]

Thank you for the additional feedback.

I changed the prompt from provide the expected output to provide the expected letter to make the intended format clearer to the model.

[usama-openai]

Thanks for updating the PR.

The updated prompt added more ambiguity. Can you rephrase it like this: Explain your reasoning step-by-step, and at the end, provide the expected choice letter immediately after writing the word ANSWER: 

[ggendro]

It's better indeed, I modified the prompt accordingly

[usama-openai]

This PR looks in good shape now. I'm approving this PR.