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license: cc-by-4.0
configs:
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---
**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")
``` |