| --- |
| 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 |
| - name: meta_data |
| dtype: string |
| - name: comments |
| dtype: string |
| splits: |
| - name: test |
| num_bytes: 7224323 |
| num_examples: 297 |
| download_size: 1753670 |
| dataset_size: 7224323 |
| - 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 |
| dtype: string |
| - name: ref_dist |
| dtype: string |
| - name: question |
| dtype: string |
| - name: meta_data |
| dtype: string |
| - name: comments |
| dtype: string |
| splits: |
| - name: test |
| num_bytes: 6940120 |
| num_examples: 289 |
| download_size: 1717903 |
| dataset_size: 6940120 |
| - 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 |
| dtype: string |
| - name: ref_dist |
| dtype: string |
| - name: question |
| dtype: string |
| - name: meta_data |
| dtype: string |
| - name: comments |
| dtype: string |
| splits: |
| - name: test |
| num_bytes: 6763469 |
| num_examples: 281 |
| download_size: 1679339 |
| dataset_size: 6763469 |
| - 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 |
| - name: meta_data |
| dtype: string |
| - name: comments |
| dtype: string |
| splits: |
| - name: test |
| num_bytes: 4357075 |
| num_examples: 297 |
| download_size: 998345 |
| dataset_size: 4357075 |
| - 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 |
| - name: meta_data |
| dtype: string |
| - name: comments |
| dtype: string |
| splits: |
| - name: test |
| num_bytes: 4121277 |
| num_examples: 286 |
| download_size: 967740 |
| dataset_size: 4121277 |
| - 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 |
| - name: meta_data |
| dtype: string |
| - name: comments |
| dtype: string |
| splits: |
| - name: test |
| num_bytes: 3942530 |
| num_examples: 273 |
| download_size: 956871 |
| dataset_size: 3942530 |
| - 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 |
| dtype: string |
| - name: ref_dist |
| dtype: string |
| - name: question |
| dtype: string |
| - name: meta_data |
| dtype: string |
| splits: |
| - name: test |
| num_bytes: 1217841 |
| num_examples: 297 |
| download_size: 196437 |
| dataset_size: 1217841 |
| - 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 |
| dtype: string |
| - name: ref_dist |
| dtype: string |
| - name: question |
| dtype: string |
| splits: |
| - name: test |
| num_bytes: 791262 |
| num_examples: 289 |
| download_size: 166169 |
| dataset_size: 791262 |
| - 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 |
| dtype: string |
| - name: ref_dist |
| dtype: string |
| - name: question |
| dtype: string |
| splits: |
| - name: test |
| num_bytes: 787355 |
| num_examples: 281 |
| download_size: 163630 |
| dataset_size: 787355 |
| --- |
| |
| **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") |
| ``` |
