task stringclasses 7
values | type stringclasses 1
value | mode stringclasses 1
value | strategy null | model stringclasses 1
value | judge_model stringclasses 1
value | inference_model stringclasses 1
value | n_samples int64 60 60 | n_test_instances int64 100 100 | prompt stringclasses 7
values | messages stringclasses 7
values | raw_response stringclasses 7
values | thinking stringclasses 7
values | reasoning_summary stringclasses 7
values | generated_hypotheses stringclasses 7
values | known_hypotheses stringclasses 6
values | usage stringclasses 7
values | metrics stringclasses 7
values | diversity stringclasses 7
values | practical_utility stringclasses 7
values |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
Deception Detection (deceptive_reviews) | real | few_shot | null | gpt-5.4-2026-03-05 | gpt-4o-mini-2024-07-18 | gpt-4o-mini-2024-07-18 | 60 | 100 | "[SYSTEM]\nYou're a professional hotel review analyst.\nGiven a set of hotel reviews, we want to gen(...TRUNCATED) | "[{\"role\": \"system\", \"content\": \"You're a professional hotel review analyst.\\nGiven a set of(...TRUNCATED) | "1. Truthful reviews are more likely to include concrete trip logistics—exact prices, dates, booki(...TRUNCATED) | "**Generating hypothesis pairs**\n\nI need to create ten hypothesis pairs based on reviews that pred(...TRUNCATED) | "**Generating hypothesis pairs**\n\nI need to create ten hypothesis pairs based on reviews that pred(...TRUNCATED) | "[\"Truthful reviews are more likely to include concrete trip logistics\\u2014exact prices, dates, b(...TRUNCATED) | "[\"**Spatial Configuration**: **Truthful opinions** emphasize **spatial configurations** (e.g., *sm(...TRUNCATED) | {"prompt_tokens": 11672, "completion_tokens": 5724, "reasoning_tokens": 5178} | "{\"per_hypothesis\": [{\"hypothesis\": \"Truthful reviews are more likely to include concrete trip (...TRUNCATED) | "{\"mean_pairwise_distance\": 0.29952528422529046, \"min_pairwise_distance\": 0.13060986995697021, \(...TRUNCATED) | "{\"accuracy\": 0.72, \"f1\": 0.7192003263973887, \"n_correct\": 72, \"n_total\": 100, \"n_other\": (...TRUNCATED) |
Dreddit (dreaddit) | real | few_shot | null | gpt-5.4-2026-03-05 | gpt-4o-mini-2024-07-18 | gpt-4o-mini-2024-07-18 | 60 | 100 | "[SYSTEM]\nYou're a psychologist and social scientist studying people's stress and their online post(...TRUNCATED) | "[{\"role\": \"system\", \"content\": \"You're a psychologist and social scientist studying people's(...TRUNCATED) | "1. **Has stress:** Posts are more likely to indicate stress when the author uses urgent first-perso(...TRUNCATED) | "**Proposing hypothesis pairs**\n\nI need to provide 10 hypothesis pairs, balancing whether the stre(...TRUNCATED) | "**Proposing hypothesis pairs**\n\nI need to provide 10 hypothesis pairs, balancing whether the stre(...TRUNCATED) | "[\"**Has stress:** Posts are more likely to indicate stress when the author uses urgent first-perso(...TRUNCATED) | "[\"**Increased self-focus** in language, especially when expressing negative emotions, often indica(...TRUNCATED) | {"prompt_tokens": 6972, "completion_tokens": 3185, "reasoning_tokens": 2506} | "{\"per_hypothesis\": [{\"hypothesis\": \"**Has stress:** Posts are more likely to indicate stress w(...TRUNCATED) | "{\"mean_pairwise_distance\": 0.14107577403386434, \"min_pairwise_distance\": 0.07381284236907959, \(...TRUNCATED) | "{\"accuracy\": 0.76, \"f1\": 0.7519636213311286, \"n_correct\": 76, \"n_total\": 100, \"n_other\": (...TRUNCATED) |
GPTGC (gptgc_detect) | real | few_shot | null | gpt-5.4-2026-03-05 | gpt-4o-mini-2024-07-18 | gpt-4o-mini-2024-07-18 | 60 | 100 | "[SYSTEM]\nYou're a an AI generated content detection expert. You are great at detecting what type o(...TRUNCATED) | "[{\"role\": \"system\", \"content\": \"You're a an AI generated content detection expert. You are g(...TRUNCATED) | "1. AI-generated text is more likely to open with broad atmospheric scene-setting and polished descr(...TRUNCATED) | "**Analyzing AI vs. Human Text Styles**\n\nI'm noticing that AI-generated text tends to start with p(...TRUNCATED) | "**Analyzing AI vs. Human Text Styles**\n\nI'm noticing that AI-generated text tends to start with p(...TRUNCATED) | "[\"AI-generated text is more likely to open with broad atmospheric scene-setting and polished descr(...TRUNCATED) | "[\"**AI-generated texts** exhibit token-level regularity and predictability, leading to lower perpl(...TRUNCATED) | {"prompt_tokens": 50928, "completion_tokens": 3063, "reasoning_tokens": 2643} | "{\"per_hypothesis\": [{\"hypothesis\": \"AI-generated text is more likely to open with broad atmosp(...TRUNCATED) | "{\"mean_pairwise_distance\": 0.19908152288860745, \"min_pairwise_distance\": 0.1254950761795044, \"(...TRUNCATED) | "{\"accuracy\": 0.81, \"f1\": 0.8089422006275939, \"n_correct\": 81, \"n_total\": 100, \"n_other\": (...TRUNCATED) |
Headline Classification (headline_binary) | real | few_shot | null | gpt-5.4-2026-03-05 | gpt-4o-mini-2024-07-18 | gpt-4o-mini-2024-07-18 | 60 | 100 | "[SYSTEM]\nYou are a professional writer for an online newspaper company. \nGiven a pair of headline(...TRUNCATED) | "[{\"role\": \"system\", \"content\": \"You are a professional writer for an online newspaper compan(...TRUNCATED) | "1. Headlines that name a specific person, group, brand, or culprit and describe a concrete action t(...TRUNCATED) | "**Generating hypotheses for headlines**\n\nI need to create 10 hypotheses to explain why one headli(...TRUNCATED) | "**Generating hypotheses for headlines**\n\nI need to create 10 hypotheses to explain why one headli(...TRUNCATED) | "[\"Headlines that name a specific person, group, brand, or culprit and describe a concrete action t(...TRUNCATED) | "[\"Headlines that evoke negative emotions or emotional intensity are more likely to attract clicks,(...TRUNCATED) | {"prompt_tokens": 4009, "completion_tokens": 4296, "reasoning_tokens": 3922} | "{\"per_hypothesis\": [{\"hypothesis\": \"Headlines that name a specific person, group, brand, or cu(...TRUNCATED) | "{\"mean_pairwise_distance\": 0.41951173345247905, \"min_pairwise_distance\": 0.17964214086532593, \(...TRUNCATED) | "{\"accuracy\": 0.52, \"f1\": 0.5198079231692677, \"n_correct\": 52, \"n_total\": 100, \"n_other\": (...TRUNCATED) |
GPTGC (llamagc_detect) | real | few_shot | null | gpt-5.4-2026-03-05 | gpt-4o-mini-2024-07-18 | gpt-4o-mini-2024-07-18 | 60 | 100 | "[SYSTEM]\nYou're a an AI generated content detection expert. You are great at detecting what type o(...TRUNCATED) | "[{\"role\": \"system\", \"content\": \"You're a an AI generated content detection expert. You are g(...TRUNCATED) | "1. AI-generated texts are more likely to begin with a clean orientation block that quickly names th(...TRUNCATED) | "**Planning hypothesis pairs**\n\nI need to create 10 hypothesis pairs that are balanced across outc(...TRUNCATED) | "**Planning hypothesis pairs**\n\nI need to create 10 hypothesis pairs that are balanced across outc(...TRUNCATED) | "[\"AI-generated texts are more likely to begin with a clean orientation block that quickly names th(...TRUNCATED) | "[\"**AI-generated texts** exhibit token-level regularity and predictability, leading to lower perpl(...TRUNCATED) | {"prompt_tokens": 45004, "completion_tokens": 2526, "reasoning_tokens": 2070} | "{\"per_hypothesis\": [{\"hypothesis\": \"AI-generated texts are more likely to begin with a clean o(...TRUNCATED) | "{\"mean_pairwise_distance\": 0.2623837232589722, \"min_pairwise_distance\": 0.18334943056106567, \"(...TRUNCATED) | "{\"accuracy\": 0.65, \"f1\": 0.6178622120318811, \"n_correct\": 65, \"n_total\": 100, \"n_other\": (...TRUNCATED) |
Persuasive Arguments (persuasive_pairs) | real | few_shot | null | gpt-5.4-2026-03-05 | gpt-4o-mini-2024-07-18 | gpt-4o-mini-2024-07-18 | 60 | 100 | "[SYSTEM]\nYou are an intelligent rhetorician and debater who masters persuasiveness in language.\nG(...TRUNCATED) | "[{\"role\": \"system\", \"content\": \"You are an intelligent rhetorician and debater who masters p(...TRUNCATED) | "1. The more persuasive version often sounds more certain and decisive, using firm claims like “wi(...TRUNCATED) | "**Considering persuasive arguments**\n\nI think I should come up with a balance of hypotheses expla(...TRUNCATED) | "**Considering persuasive arguments**\n\nI think I should come up with a balance of hypotheses expla(...TRUNCATED) | "[\"The more persuasive version often sounds more certain and decisive, using firm claims like \\u20(...TRUNCATED) | "[\"**Two-sided arguments** tend to be more persuasive for highly educated people as proponents put (...TRUNCATED) | {"prompt_tokens": 4948, "completion_tokens": 6207, "reasoning_tokens": 5696} | "{\"per_hypothesis\": [{\"hypothesis\": \"The more persuasive version often sounds more certain and (...TRUNCATED) | "{\"mean_pairwise_distance\": 0.4396168781651391, \"min_pairwise_distance\": 0.2300865650177002, \"m(...TRUNCATED) | "{\"accuracy\": 0.91, \"f1\": 0.909918927034331, \"n_correct\": 91, \"n_total\": 100, \"n_other\": 0(...TRUNCATED) |
Retweet Prediction (retweet) | real | few_shot | null | gpt-5.4-2026-03-05 | gpt-4o-mini-2024-07-18 | gpt-4o-mini-2024-07-18 | 60 | 100 | "[SYSTEM]\nYou are a social media expert. You are an expert at determining which tweet will be retwe(...TRUNCATED) | "[{\"role\": \"system\", \"content\": \"You are a social media expert. You are an expert at determin(...TRUNCATED) | "1. The first tweet is more likely to be retweeted when it expresses a clear takeaway, insight, or v(...TRUNCATED) | "**Creating balanced hypotheses**\n\nI’m considering how to structure hypotheses for tweets. Since(...TRUNCATED) | "**Creating balanced hypotheses**\n\nI’m considering how to structure hypotheses for tweets. Since(...TRUNCATED) | "[\"The first tweet is more likely to be retweeted when it expresses a clear takeaway, insight, or v(...TRUNCATED) | "[\"Tweets that express strong sentiments, especially negative emotions, are more likely to be retwe(...TRUNCATED) | {"prompt_tokens": 5453, "completion_tokens": 3622, "reasoning_tokens": 3177} | "{\"per_hypothesis\": [{\"hypothesis\": \"The first tweet is more likely to be retweeted when it exp(...TRUNCATED) | "{\"mean_pairwise_distance\": 0.26803329424424605, \"min_pairwise_distance\": 0.12073051929473877, \(...TRUNCATED) | "{\"accuracy\": 0.57, \"f1\": 0.562608076492727, \"n_correct\": 57, \"n_total\": 100, \"n_other\": 0(...TRUNCATED) |
YAML Metadata Warning:empty or missing yaml metadata in repo card
Check out the documentation for more information.
hypobench-few_shot-gpt5420260305-20260415_013728
Benchmark: hypobench Generated: 2026-04-15T01:53:21.164092
Parameters
- model: gpt-5.4-2026-03-05
- judge_model: gpt-4o-mini-2024-07-18
- inference_model: gpt-4o-mini-2024-07-18
- mode: few_shot
- strategy: none
- n_hypotheses: 10
- n_samples: 60
- n_test_instances: 100
- n_tasks: 7
- avg_clarity: 3.403 +/- 0.382
- avg_novelty: 3.006 +/- 0.299
- avg_plausibility: 4.022 +/- 0.159
- avg_quality: 3.477 +/- 0.17
- avg_diversity: 0.29 +/- 0.109
- avg_accuracy: 0.706 +/- 0.136
- avg_f1: 0.699 +/- 0.14
Results (Real Tasks)
| Task | Clarity | Novelty | Plausibility | Quality | Diversity | Accuracy | F1 |
|---|---|---|---|---|---|---|---|
| Deception Detection (deceptive_reviews) | 3.8 | 3.1 | 3.9 | 3.595 | 0.300 | 0.720 | 0.719 |
| Dreddit (dreaddit) | 3.1 | 3.1 | 4.1 | 3.433 | 0.141 | 0.760 | 0.752 |
| GPTGC (gptgc_detect) | 3.1 | 3.2 | 4.0 | 3.433 | 0.199 | 0.810 | 0.809 |
| Headline Classification (headline_binary) | 3.8 | 2.9 | 4.2 | 3.633 | 0.420 | 0.520 | 0.520 |
| GPTGC (llamagc_detect) | 3.2 | 3.4 | 3.8 | 3.459 | 0.262 | 0.650 | 0.618 |
| Persuasive Arguments (persuasive_pairs) | 3.8 | 2.9 | 4.2 | 3.633 | 0.440 | 0.910 | 0.910 |
| Retweet Prediction (retweet) | 3.0 | 2.5 | 4.0 | 3.152 | 0.268 | 0.570 | 0.563 |
Run Command
benchmarks/hypobench/run.py --model gpt-5.4-2026-03-05 --judge-model gpt-4o-mini-2024-07-18 --inference-model gpt-4o-mini-2024-07-18 --mode few_shot --n-hypotheses 10 --n-samples 60 --n-test-instances 100 --reasoning-effort high --upload-hf
- Downloads last month
- 29