| --- |
| license: cc-by-4.0 |
| configs: |
| - config_name: posterior_sampled_100_estimation |
| data_files: |
| - split: test |
| path: posterior_sampled_100_estimation/test-* |
| - config_name: posterior_sampled_100_most_freq |
| data_files: |
| - split: test |
| path: posterior_sampled_100_most_freq/test-* |
| - config_name: posterior_sampled_100_second_freq |
| data_files: |
| - split: test |
| path: posterior_sampled_100_second_freq/test-* |
| - config_name: posterior_sampled_50_estimation |
| data_files: |
| - split: test |
| path: posterior_sampled_50_estimation/test-* |
| - config_name: posterior_sampled_50_most_freq |
| data_files: |
| - split: test |
| path: posterior_sampled_50_most_freq/test-* |
| - config_name: posterior_sampled_50_second_freq |
| data_files: |
| - split: test |
| path: posterior_sampled_50_second_freq/test-* |
| - config_name: prior_estimation |
| data_files: |
| - split: test |
| path: prior_estimation/test-* |
| - config_name: prior_most_freq |
| data_files: |
| - split: test |
| path: prior_most_freq/test-* |
| - config_name: prior_second_freq |
| data_files: |
| - split: test |
| path: prior_second_freq/test-* |
| dataset_info: |
| - config_name: posterior_sampled_100_estimation |
| features: |
| - name: qid |
| dtype: string |
| - name: task |
| dtype: string |
| - name: domain |
| dtype: string |
| - name: distribution_type |
| dtype: string |
| - name: source |
| dtype: string |
| - name: answer |
| dtype: string |
| - name: ref_dist |
| dtype: string |
| - name: question |
| dtype: string |
| splits: |
| - name: test |
| num_bytes: 3895061 |
| num_examples: 297 |
| download_size: 1527563 |
| dataset_size: 3895061 |
| - config_name: posterior_sampled_100_most_freq |
| features: |
| - name: qid |
| dtype: string |
| - name: task |
| dtype: string |
| - name: domain |
| dtype: string |
| - name: distribution_type |
| dtype: string |
| - name: source |
| dtype: string |
| - name: answer |
| list: string |
| - name: ref_dist |
| struct: |
| - name: (Actor,negative) |
| dtype: float64 |
| - name: (Actor,positive) |
| dtype: float64 |
| - name: (Audio,negative) |
| dtype: float64 |
| - name: (Audio,positive) |
| dtype: float64 |
| - name: (Lyrics,negative) |
| dtype: float64 |
| - name: (Lyrics,positive) |
| dtype: float64 |
| - name: (Singer,negative) |
| dtype: float64 |
| - name: (Singer,positive) |
| dtype: float64 |
| - name: (Song,negative) |
| dtype: float64 |
| - name: (Song,positive) |
| dtype: float64 |
| - name: (Storyline,negative) |
| dtype: float64 |
| - name: (Storyline,positive) |
| dtype: float64 |
| - name: (Visual,negative) |
| dtype: float64 |
| - name: (Visual,positive) |
| dtype: float64 |
| - name: Actor |
| dtype: float64 |
| - name: Audio |
| dtype: float64 |
| - name: Lyrics |
| dtype: float64 |
| - name: Singer |
| dtype: float64 |
| - name: Song |
| dtype: float64 |
| - name: Storyline |
| dtype: float64 |
| - name: Visual |
| dtype: float64 |
| - name: negative |
| dtype: float64 |
| - name: positive |
| dtype: float64 |
| - name: question |
| dtype: string |
| splits: |
| - name: test |
| num_bytes: 3740817 |
| num_examples: 289 |
| download_size: 1504753 |
| dataset_size: 3740817 |
| - config_name: posterior_sampled_100_second_freq |
| features: |
| - name: qid |
| dtype: string |
| - name: task |
| dtype: string |
| - name: domain |
| dtype: string |
| - name: distribution_type |
| dtype: string |
| - name: source |
| dtype: string |
| - name: answer |
| list: string |
| - name: ref_dist |
| struct: |
| - name: (Actor,negative) |
| dtype: float64 |
| - name: (Actor,positive) |
| dtype: float64 |
| - name: (Audio,negative) |
| dtype: float64 |
| - name: (Audio,positive) |
| dtype: float64 |
| - name: (Lyrics,negative) |
| dtype: float64 |
| - name: (Lyrics,positive) |
| dtype: float64 |
| - name: (Singer,negative) |
| dtype: float64 |
| - name: (Singer,positive) |
| dtype: float64 |
| - name: (Song,negative) |
| dtype: float64 |
| - name: (Song,positive) |
| dtype: float64 |
| - name: (Storyline,negative) |
| dtype: float64 |
| - name: (Storyline,positive) |
| dtype: float64 |
| - name: (Visual,negative) |
| dtype: float64 |
| - name: (Visual,positive) |
| dtype: float64 |
| - name: Actor |
| dtype: float64 |
| - name: Audio |
| dtype: float64 |
| - name: Lyrics |
| dtype: float64 |
| - name: Singer |
| dtype: float64 |
| - name: Song |
| dtype: float64 |
| - name: Storyline |
| dtype: float64 |
| - name: Visual |
| dtype: float64 |
| - name: negative |
| dtype: float64 |
| - name: positive |
| dtype: float64 |
| - name: question |
| dtype: string |
| splits: |
| - name: test |
| num_bytes: 3647726 |
| num_examples: 281 |
| download_size: 1465854 |
| dataset_size: 3647726 |
| - config_name: posterior_sampled_50_estimation |
| features: |
| - name: qid |
| dtype: string |
| - name: task |
| dtype: string |
| - name: domain |
| dtype: string |
| - name: distribution_type |
| dtype: string |
| - name: source |
| dtype: string |
| - name: answer |
| dtype: string |
| - name: ref_dist |
| dtype: string |
| - name: question |
| dtype: string |
| splits: |
| - name: test |
| num_bytes: 2458831 |
| num_examples: 297 |
| download_size: 865476 |
| dataset_size: 2458831 |
| - config_name: posterior_sampled_50_most_freq |
| features: |
| - name: qid |
| dtype: string |
| - name: task |
| dtype: string |
| - name: domain |
| dtype: string |
| - name: distribution_type |
| dtype: string |
| - name: source |
| dtype: string |
| - name: answer |
| dtype: string |
| - name: ref_dist |
| dtype: string |
| - name: question |
| dtype: string |
| splits: |
| - name: test |
| num_bytes: 2300065 |
| num_examples: 286 |
| download_size: 834651 |
| dataset_size: 2300065 |
| - config_name: posterior_sampled_50_second_freq |
| features: |
| - name: qid |
| dtype: string |
| - name: task |
| dtype: string |
| - name: domain |
| dtype: string |
| - name: distribution_type |
| dtype: string |
| - name: source |
| dtype: string |
| - name: answer |
| dtype: string |
| - name: ref_dist |
| dtype: string |
| - name: question |
| dtype: string |
| splits: |
| - name: test |
| num_bytes: 2203134 |
| num_examples: 273 |
| download_size: 823940 |
| dataset_size: 2203134 |
| - config_name: prior_estimation |
| features: |
| - name: qid |
| dtype: string |
| - name: task |
| dtype: string |
| - name: domain |
| dtype: string |
| - name: distribution_type |
| dtype: string |
| - name: source |
| dtype: string |
| - name: answer |
| struct: |
| - name: (Actor,negative) |
| dtype: float64 |
| - name: (Actor,positive) |
| dtype: float64 |
| - name: (Audio,negative) |
| dtype: float64 |
| - name: (Audio,positive) |
| dtype: float64 |
| - name: (Lyrics,negative) |
| dtype: float64 |
| - name: (Lyrics,positive) |
| dtype: float64 |
| - name: (Singer,negative) |
| dtype: float64 |
| - name: (Singer,positive) |
| dtype: float64 |
| - name: (Song,negative) |
| dtype: float64 |
| - name: (Song,positive) |
| dtype: float64 |
| - name: (Storyline,negative) |
| dtype: float64 |
| - name: (Storyline,positive) |
| dtype: float64 |
| - name: (Visual,negative) |
| dtype: float64 |
| - name: (Visual,positive) |
| dtype: float64 |
| - name: Actor |
| dtype: float64 |
| - name: Audio |
| dtype: float64 |
| - name: Lyrics |
| dtype: float64 |
| - name: Singer |
| dtype: float64 |
| - name: Song |
| dtype: float64 |
| - name: Storyline |
| dtype: float64 |
| - name: Visual |
| dtype: float64 |
| - name: negative |
| dtype: float64 |
| - name: positive |
| dtype: float64 |
| - name: ref_dist |
| struct: |
| - name: (Actor,negative) |
| dtype: float64 |
| - name: (Actor,positive) |
| dtype: float64 |
| - name: (Audio,negative) |
| dtype: float64 |
| - name: (Audio,positive) |
| dtype: float64 |
| - name: (Lyrics,negative) |
| dtype: float64 |
| - name: (Lyrics,positive) |
| dtype: float64 |
| - name: (Singer,negative) |
| dtype: float64 |
| - name: (Singer,positive) |
| dtype: float64 |
| - name: (Song,negative) |
| dtype: float64 |
| - name: (Song,positive) |
| dtype: float64 |
| - name: (Storyline,negative) |
| dtype: float64 |
| - name: (Storyline,positive) |
| dtype: float64 |
| - name: (Visual,negative) |
| dtype: float64 |
| - name: (Visual,positive) |
| dtype: float64 |
| - name: Actor |
| dtype: float64 |
| - name: Audio |
| dtype: float64 |
| - name: Lyrics |
| dtype: float64 |
| - name: Singer |
| dtype: float64 |
| - name: Song |
| dtype: float64 |
| - name: Storyline |
| dtype: float64 |
| - name: Visual |
| dtype: float64 |
| - name: negative |
| dtype: float64 |
| - name: positive |
| dtype: float64 |
| - name: question |
| dtype: string |
| splits: |
| - name: test |
| num_bytes: 935381 |
| num_examples: 297 |
| download_size: 199143 |
| dataset_size: 935381 |
| - config_name: prior_most_freq |
| features: |
| - name: qid |
| dtype: string |
| - name: task |
| dtype: string |
| - name: domain |
| dtype: string |
| - name: distribution_type |
| dtype: string |
| - name: source |
| dtype: string |
| - name: answer |
| list: string |
| - name: ref_dist |
| struct: |
| - name: (Actor,negative) |
| dtype: float64 |
| - name: (Actor,positive) |
| dtype: float64 |
| - name: (Audio,negative) |
| dtype: float64 |
| - name: (Audio,positive) |
| dtype: float64 |
| - name: (Lyrics,negative) |
| dtype: float64 |
| - name: (Lyrics,positive) |
| dtype: float64 |
| - name: (Singer,negative) |
| dtype: float64 |
| - name: (Singer,positive) |
| dtype: float64 |
| - name: (Song,negative) |
| dtype: float64 |
| - name: (Song,positive) |
| dtype: float64 |
| - name: (Storyline,negative) |
| dtype: float64 |
| - name: (Storyline,positive) |
| dtype: float64 |
| - name: (Visual,negative) |
| dtype: float64 |
| - name: (Visual,positive) |
| dtype: float64 |
| - name: Actor |
| dtype: float64 |
| - name: Audio |
| dtype: float64 |
| - name: Lyrics |
| dtype: float64 |
| - name: Singer |
| dtype: float64 |
| - name: Song |
| dtype: float64 |
| - name: Storyline |
| dtype: float64 |
| - name: Visual |
| dtype: float64 |
| - name: negative |
| dtype: float64 |
| - name: positive |
| dtype: float64 |
| - name: question |
| dtype: string |
| splits: |
| - name: test |
| num_bytes: 818945 |
| num_examples: 289 |
| download_size: 179115 |
| dataset_size: 818945 |
| - config_name: prior_second_freq |
| features: |
| - name: qid |
| dtype: string |
| - name: task |
| dtype: string |
| - name: domain |
| dtype: string |
| - name: distribution_type |
| dtype: string |
| - name: source |
| dtype: string |
| - name: answer |
| list: string |
| - name: ref_dist |
| struct: |
| - name: (Actor,negative) |
| dtype: float64 |
| - name: (Actor,positive) |
| dtype: float64 |
| - name: (Audio,negative) |
| dtype: float64 |
| - name: (Audio,positive) |
| dtype: float64 |
| - name: (Lyrics,negative) |
| dtype: float64 |
| - name: (Lyrics,positive) |
| dtype: float64 |
| - name: (Singer,negative) |
| dtype: float64 |
| - name: (Singer,positive) |
| dtype: float64 |
| - name: (Song,negative) |
| dtype: float64 |
| - name: (Song,positive) |
| dtype: float64 |
| - name: (Storyline,negative) |
| dtype: float64 |
| - name: (Storyline,positive) |
| dtype: float64 |
| - name: (Visual,negative) |
| dtype: float64 |
| - name: (Visual,positive) |
| dtype: float64 |
| - name: Actor |
| dtype: float64 |
| - name: Audio |
| dtype: float64 |
| - name: Lyrics |
| dtype: float64 |
| - name: Singer |
| dtype: float64 |
| - name: Song |
| dtype: float64 |
| - name: Storyline |
| dtype: float64 |
| - name: Visual |
| dtype: float64 |
| - name: negative |
| dtype: float64 |
| - name: positive |
| dtype: float64 |
| - name: question |
| dtype: string |
| splits: |
| - name: test |
| num_bytes: 813863 |
| num_examples: 281 |
| download_size: 176268 |
| dataset_size: 813863 |
| --- |
| |
| **Text2DistBench** is a benchmark for evaluating whether large language models can infer distributional knowledge from natural language evidence. |
| Given metadata and a set of user comments about an entity (e.g., a movie or song), models must estimate statistics such as: |
| stance distribution, topic distribution, and most/second-most frequent labels. |
|
|
| The dataset is constructed from movie and music entities released between 2025-12-01 and 2026-03-01. |
|
|
| It includes two types of configurations: |
|
|
| **Posterior configurations** include both metadata and user comments as evidence. |
| These configurations differ by sample size (50 or 100 comments) and task type: |
| `posterior_sampled_50_estimation`, |
| `posterior_sampled_50_most_freq`, |
| `posterior_sampled_50_second_freq`, |
| `posterior_sampled_100_estimation`, |
| `posterior_sampled_100_most_freq`, |
| `posterior_sampled_100_second_freq` |
|
|
| **Prior configurations** contain only metadata without comments: `prior_estimation`, `prior_most_freq`, `prior_second_freq` |
|
|
| --- |
|
|
| ## Load the Dataset |
| ```bash |
| from datasets import load_dataset |
| ds = load_dataset("frett/Text2DistBench", "posterior_sampled_50_estimation", split="test") |
| ds = load_dataset("frett/Text2DistBench", "prior_most_freq", split="test") |
| ``` |
