eval pattern-concat-logic

[natanaelwf]

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Eval details 📑

Eval name

Pattern Concat Logic

Eval description

Evaluates the model's ability to recognize basic concatenation logic patterns.

What makes this a useful eval?

Despite numerous benchmarks that test logical reasoning — areas where LLMs often excel — there are still tasks that humans can effortlessly solve in mere seconds, tasks that elude even advanced models like GPT-4, despite leveraging strategies such as Chain-of-Thought.

What are the most basic tasks that humans find effortless yet pose significant challenges for AI models? This eval introduces a potential example, highlighting the shortcomings of LLMs in the arena of generalized logical reasoning.

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• 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.
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• 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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• I have filled out all required fields of this form
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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":"Consider the following logical pattern: 2 # 5 = 2255. Following the same pattern, what is 8 # 7? Work carefully step by step. Your final answer should be in this format, replacing YOUR_ANSWER with your answer: FINAL ANSWER: YOUR_ANSWER"}],"ideal":"FINAL ANSWER: 8877"}
{"input":[{"role":"system","content":"Consider the following logical pattern: 29 # 5 = 292955. Following the same pattern, what is 33 # 77? Work carefully step by step. Your final answer should be in this format, replacing YOUR_ANSWER with your answer: FINAL ANSWER: YOUR_ANSWER"}],"ideal":"FINAL ANSWER: 33337777"}
{"input":[{"role":"system","content":"Consider the following logical pattern: 4 # 26 = 442626. Following the same pattern, what is 52 # 33? Work carefully step by step. Your final answer should be in this format, replacing YOUR_ANSWER with your answer: FINAL ANSWER: YOUR_ANSWER"}],"ideal":"FINAL ANSWER: 52523333"}
{"input":[{"role":"system","content":"Consider the following logical pattern: 3 # 71 = 337171. Following the same pattern, what is 8 # 52? Work carefully step by step. Your final answer should be in this format, replacing YOUR_ANSWER with your answer: FINAL ANSWER: YOUR_ANSWER"}],"ideal":"FINAL ANSWER: 885252"}
{"input":[{"role":"system","content":"Consider the following logical pattern: 6 # 90 = 90906. Following the same pattern, what is 19 # 4? Work carefully step by step. Your final answer should be in this format, replacing YOUR_ANSWER with your answer: FINAL ANSWER: YOUR_ANSWER"}],"ideal":"FINAL ANSWER: 4419"}
{"input":[{"role":"system","content":"Consider the following logical pattern: 25 # 91 = 919125. Following the same pattern, what is 42 # 3? Work carefully step by step. Your final answer should be in this format, replacing YOUR_ANSWER with your answer: FINAL ANSWER: YOUR_ANSWER"}],"ideal":"FINAL ANSWER: 3342"}
{"input":[{"role":"system","content":"Consider the following logical pattern: 6 # 74 = 6674. Following the same pattern, what is 3 # 8? Work carefully step by step. Your final answer should be in this format, replacing YOUR_ANSWER with your answer: FINAL ANSWER: YOUR_ANSWER"}],"ideal":"FINAL ANSWER: 338"}
{"input":[{"role":"system","content":"Consider the following logical pattern: 4 # 25 = 2544. Following the same pattern, what is 69 # 1? Work carefully step by step. Your final answer should be in this format, replacing YOUR_ANSWER with your answer: FINAL ANSWER: YOUR_ANSWER"}],"ideal":"FINAL ANSWER: 16969"}
{"input":[{"role":"system","content":"Consider the following logical pattern: 2 # 7 = 2727. Following the same pattern, what is 55 # 55? Work carefully step by step. Your final answer should be in this format, replacing YOUR_ANSWER with your answer: FINAL ANSWER: YOUR_ANSWER"}],"ideal":"FINAL ANSWER: 55555555"}
{"input":[{"role":"system","content":"Consider the following logical pattern: 9 # 12 = 129. Following the same pattern, what is 85 # 2? Work carefully step by step. Your final answer should be in this format, replacing YOUR_ANSWER with your answer: FINAL ANSWER: YOUR_ANSWER"}],"ideal":"FINAL ANSWER: 285"}
{"input":[{"role":"system","content":"Consider the following logical pattern: 63 # 74 = 74637463 Following the same pattern, what is 1 # 27? Work carefully step by step. Your final answer should be in this format, replacing YOUR_ANSWER with your answer: FINAL ANSWER: YOUR_ANSWER"}],"ideal":"FINAL ANSWER: 271271"}
{"input":[{"role":"system","content":"Consider the following logical pattern: 82 # 31 = 318282 Following the same pattern, what is 6 # 72? Work carefully step by step. Your final answer should be in this format, replacing YOUR_ANSWER with your answer: FINAL ANSWER: YOUR_ANSWER"}],"ideal":"FINAL ANSWER: 7266"}
{"input":[{"role":"system","content":"Consider the following logical pattern: 7 # 28 = 7728 Following the same pattern, what is 31 # 85? Work carefully step by step. Your final answer should be in this format, replacing YOUR_ANSWER with your answer: FINAL ANSWER: YOUR_ANSWER"}],"ideal":"FINAL ANSWER: 313185"}
{"input":[{"role":"system","content":"Consider the following logical pattern: 12 # 5 = 512512 Following the same pattern, what is 42 # 54? Work carefully step by step. Your final answer should be in this format, replacing YOUR_ANSWER with your answer: FINAL ANSWER: YOUR_ANSWER"}],"ideal":"FINAL ANSWER: 54425442"}
{"input":[{"role":"system","content":"Consider the following logical pattern: 7 # 1 = 1777 Following the same pattern, what is 2 # 22? Work carefully step by step. Your final answer should be in this format, replacing YOUR_ANSWER with your answer: FINAL ANSWER: YOUR_ANSWER"}],"ideal":"FINAL ANSWER: 22222"}

[natanaelwf]

I submitted a second commit after noticing some samples had more than one valid logical pattern. I modified those samples to limit the possibilities and added a phrase to all prompts to prioritize the simplest pattern when multiple possibilities are present. I believe this makes the eval more consistent now.

[usama-openai]

Thanks for submitting this eval! This PR looks interesting. I'm approving this PR.