File size: 6,643 Bytes
95e2b50 5ce34b8 95e2b50 4f1b42e 95e2b50 4f1b42e 95e2b50 be7e59b 95e2b50 5ce34b8 95e2b50 5ce34b8 95e2b50 7507243 95e2b50 5009616 95e2b50 5009616 95e2b50 7e81956 95e2b50 7507243 95e2b50 7507243 95e2b50 ab9d448 95e2b50 e48070d 95e2b50 e48070d 95e2b50 4d6f136 95e2b50 ab9d448 95e2b50 ab9d448 95e2b50 c716447 95e2b50 c716447 95e2b50 4f9d956 95e2b50 4f9d956 95e2b50 4e40c6f 95e2b50 4e40c6f 95e2b50 64efc6e 95e2b50 d38106f 95e2b50 d38106f 95e2b50 b9dcbea 95e2b50 64efc6e 95e2b50 64efc6e 95e2b50 8b13860 95e2b50 6a6aeba 95e2b50 6a6aeba 95e2b50 b7ac747 95e2b50 8b13860 95e2b50 b75d947 95e2b50 ffe12f6 95e2b50 ffe12f6 95e2b50 ec90a67 95e2b50 b75d947 95e2b50 dd69ee1 d10d360 c46f95d d10d360 c46f95d dd69ee1 d10d360 1a31992 2a96f86 d10d360 dd69ee1 d10d360 dd69ee1 ec83577 d10d360 ec83577 dd69ee1 d10d360 dd69ee1 | 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143 144 145 146 147 148 149 150 151 152 153 154 155 156 157 158 159 160 161 162 163 164 165 166 167 168 169 170 171 172 173 174 175 176 177 178 179 180 181 182 183 184 185 186 187 188 189 190 191 192 193 194 195 196 197 198 199 200 201 202 203 204 205 206 207 208 209 210 211 212 213 214 215 216 217 218 219 220 221 222 223 224 225 226 227 228 229 230 231 232 233 234 235 236 237 238 239 240 241 242 243 244 245 246 247 248 249 250 251 252 253 254 255 256 257 258 259 260 261 262 263 264 265 266 267 268 269 270 271 272 273 274 275 276 277 278 279 280 281 282 283 284 285 286 287 288 | ---
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: condition
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: 7227023
num_examples: 297
download_size: 1754231
dataset_size: 7227023
- 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: condition
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: 6942745
num_examples: 289
download_size: 1718577
dataset_size: 6942745
- 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: condition
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: 6766017
num_examples: 281
download_size: 1680004
dataset_size: 6766017
- config_name: posterior_sampled_50_estimation
features: []
splits:
- name: test
num_bytes: 0
num_examples: 0
download_size: 423
dataset_size: 0
- config_name: posterior_sampled_50_most_freq
features: []
splits:
- name: test
num_bytes: 0
num_examples: 0
download_size: 423
dataset_size: 0
- config_name: posterior_sampled_50_second_freq
features: []
splits:
- name: test
num_bytes: 0
num_examples: 0
download_size: 423
dataset_size: 0
- config_name: prior_estimation
features:
- name: qid
dtype: string
- name: task
dtype: string
- name: domain
dtype: string
- name: distribution_type
dtype: string
- name: condition
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: 1225753
num_examples: 297
download_size: 201283
dataset_size: 1225753
- config_name: prior_most_freq
features:
- name: qid
dtype: string
- name: task
dtype: string
- name: domain
dtype: string
- name: distribution_type
dtype: string
- name: condition
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: 1125647
num_examples: 289
download_size: 187242
dataset_size: 1125647
- config_name: prior_second_freq
features:
- name: qid
dtype: string
- name: task
dtype: string
- name: domain
dtype: string
- name: distribution_type
dtype: string
- name: condition
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: 1114583
num_examples: 281
download_size: 184748
dataset_size: 1114583
---
## 📌 Overview
**Text2DistBench** is a reading comprehension 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 infer statistics such as:
stance/topic distribution, and most/second- frequent labels.
---
## ⚙️ Configurations
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 (estimation, most_freq, second_freq).
**Format:** `posterior_sampled_<comment_num>_<task>`
### 🟨 Prior Configurations
Include **only metadata (no comments)**.
**Format:** `prior_<task>`
---
## ⚙️ Dataset Format
Each benchmark instance corresponds to a distributional reading comprehension question.
```
{
"qid": < question id >,
"qtype": < distribution type >,
"answer": < answer (mode label or distribution depending on task) >,
"ref_dist": < Ground-truth distribution over labels >,
"question": < Full prompt shown to model (instruction + evidence + query) >,
"source": "< entity name >",
"meta_data": "< text evidence >",
"comments": "< text evidence (if posterior)>",
"condition": "< conditioning variable for P(s|t), P(t|s) >",
}
```
---
## ⚙️ 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")
``` |