Update README.md
Browse files
README.md
CHANGED
@@ -122,17 +122,435 @@ train_data = dataset['train']
|
|
122 |
test_data = dataset['test']
|
123 |
```
|
124 |
|
|
|
125 |
## Dataset Statistics
|
126 |
|
127 |
-
```
|
128 |
-
|
129 |
-
|
130 |
-
|
131 |
-
|
132 |
-
|
133 |
-
|
134 |
-
"
|
135 |
-
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
136 |
}
|
137 |
```
|
138 |
|
|
|
122 |
test_data = dataset['test']
|
123 |
```
|
124 |
|
125 |
+
|
126 |
## Dataset Statistics
|
127 |
|
128 |
+
```json
|
129 |
+
{
|
130 |
+
"basic_stats": {
|
131 |
+
"total_samples": {
|
132 |
+
"train": 82603,
|
133 |
+
"test": 1219
|
134 |
+
},
|
135 |
+
"label_distribution": {
|
136 |
+
"train": {
|
137 |
+
"3_not_bad": 11011,
|
138 |
+
"4_solutions_harmful_unnecessary": 11597,
|
139 |
+
"5_science_is_unreliable": 14609,
|
140 |
+
"6_proponents_biased": 8494,
|
141 |
+
"7_fossil_fuels_needed": 10585,
|
142 |
+
"1_not_happening": 11380,
|
143 |
+
"2_not_human": 11772,
|
144 |
+
"0_not_relevant": 3155
|
145 |
+
},
|
146 |
+
"test": {
|
147 |
+
"6_proponents_biased": 139,
|
148 |
+
"2_not_human": 137,
|
149 |
+
"3_not_bad": 97,
|
150 |
+
"1_not_happening": 154,
|
151 |
+
"5_science_unreliable": 160,
|
152 |
+
"4_solutions_harmful_unnecessary": 160,
|
153 |
+
"7_fossil_fuels_needed": 65,
|
154 |
+
"0_not_relevant": 307
|
155 |
+
}
|
156 |
+
},
|
157 |
+
"source_distribution": {
|
158 |
+
"train": {
|
159 |
+
"climate-guard-thinking_data_nocomment_qwen_toxic_agent": 1546,
|
160 |
+
"climate-guard-synthetic_data_qwen_toxic_agent": 32209,
|
161 |
+
"climate-guard-thinking_data_nocomment_intern_toxic_agent": 3297,
|
162 |
+
"climate-guard-thinking_data_nocomment_phi4_toxic_agent": 28510,
|
163 |
+
"climate-guard-thinking_data_nocomment_yi_toxic_agent": 1687,
|
164 |
+
"climate-guard-synthetic_data_yi_toxic_agent": 3789,
|
165 |
+
"frugal_challenge_train": 1311,
|
166 |
+
"climate_fever": 654,
|
167 |
+
"quota_climat": 9600
|
168 |
+
},
|
169 |
+
"test": {
|
170 |
+
"frugal_challenge_test": 1219
|
171 |
+
}
|
172 |
+
},
|
173 |
+
"label_source_incidence": {
|
174 |
+
"train": {
|
175 |
+
"counts": {
|
176 |
+
"3_not_bad": {
|
177 |
+
"climate-guard-thinking_data_nocomment_qwen_toxic_agent": 207,
|
178 |
+
"climate-guard-synthetic_data_qwen_toxic_agent": 4116,
|
179 |
+
"climate-guard-thinking_data_nocomment_intern_toxic_agent": 478,
|
180 |
+
"climate-guard-thinking_data_nocomment_phi4_toxic_agent": 4332,
|
181 |
+
"climate-guard-thinking_data_nocomment_yi_toxic_agent": 218,
|
182 |
+
"climate-guard-synthetic_data_yi_toxic_agent": 496,
|
183 |
+
"quota_climat": 1164
|
184 |
+
},
|
185 |
+
"4_solutions_harmful_unnecessary": {
|
186 |
+
"climate-guard-thinking_data_nocomment_qwen_toxic_agent": 223,
|
187 |
+
"climate-guard-synthetic_data_qwen_toxic_agent": 4760,
|
188 |
+
"climate-guard-thinking_data_nocomment_intern_toxic_agent": 473,
|
189 |
+
"climate-guard-thinking_data_nocomment_phi4_toxic_agent": 4112,
|
190 |
+
"climate-guard-thinking_data_nocomment_yi_toxic_agent": 236,
|
191 |
+
"climate-guard-synthetic_data_yi_toxic_agent": 557,
|
192 |
+
"quota_climat": 1236
|
193 |
+
},
|
194 |
+
"5_science_is_unreliable": {
|
195 |
+
"climate-guard-thinking_data_nocomment_qwen_toxic_agent": 300,
|
196 |
+
"climate-guard-synthetic_data_qwen_toxic_agent": 5454,
|
197 |
+
"climate-guard-thinking_data_nocomment_intern_toxic_agent": 604,
|
198 |
+
"climate-guard-thinking_data_nocomment_phi4_toxic_agent": 6091,
|
199 |
+
"climate-guard-thinking_data_nocomment_yi_toxic_agent": 318,
|
200 |
+
"climate-guard-synthetic_data_yi_toxic_agent": 656,
|
201 |
+
"quota_climat": 1186
|
202 |
+
},
|
203 |
+
"6_proponents_biased": {
|
204 |
+
"climate-guard-thinking_data_nocomment_qwen_toxic_agent": 167,
|
205 |
+
"climate-guard-synthetic_data_qwen_toxic_agent": 4535,
|
206 |
+
"climate-guard-thinking_data_nocomment_intern_toxic_agent": 389,
|
207 |
+
"climate-guard-thinking_data_nocomment_phi4_toxic_agent": 1389,
|
208 |
+
"climate-guard-thinking_data_nocomment_yi_toxic_agent": 234,
|
209 |
+
"climate-guard-synthetic_data_yi_toxic_agent": 544,
|
210 |
+
"quota_climat": 1236
|
211 |
+
},
|
212 |
+
"7_fossil_fuels_needed": {
|
213 |
+
"climate-guard-thinking_data_nocomment_qwen_toxic_agent": 205,
|
214 |
+
"climate-guard-synthetic_data_qwen_toxic_agent": 3979,
|
215 |
+
"climate-guard-thinking_data_nocomment_intern_toxic_agent": 424,
|
216 |
+
"climate-guard-thinking_data_nocomment_phi4_toxic_agent": 4143,
|
217 |
+
"climate-guard-thinking_data_nocomment_yi_toxic_agent": 217,
|
218 |
+
"climate-guard-synthetic_data_yi_toxic_agent": 476,
|
219 |
+
"quota_climat": 1141
|
220 |
+
},
|
221 |
+
"1_not_happening": {
|
222 |
+
"climate-guard-thinking_data_nocomment_qwen_toxic_agent": 227,
|
223 |
+
"climate-guard-synthetic_data_qwen_toxic_agent": 4700,
|
224 |
+
"climate-guard-thinking_data_nocomment_intern_toxic_agent": 466,
|
225 |
+
"climate-guard-thinking_data_nocomment_phi4_toxic_agent": 3976,
|
226 |
+
"climate-guard-thinking_data_nocomment_yi_toxic_agent": 236,
|
227 |
+
"climate-guard-synthetic_data_yi_toxic_agent": 548,
|
228 |
+
"quota_climat": 1227
|
229 |
+
},
|
230 |
+
"2_not_human": {
|
231 |
+
"climate-guard-thinking_data_nocomment_qwen_toxic_agent": 217,
|
232 |
+
"climate-guard-synthetic_data_qwen_toxic_agent": 4665,
|
233 |
+
"climate-guard-thinking_data_nocomment_intern_toxic_agent": 463,
|
234 |
+
"climate-guard-thinking_data_nocomment_phi4_toxic_agent": 4467,
|
235 |
+
"climate-guard-thinking_data_nocomment_yi_toxic_agent": 228,
|
236 |
+
"climate-guard-synthetic_data_yi_toxic_agent": 512,
|
237 |
+
"quota_climat": 1220
|
238 |
+
},
|
239 |
+
"0_not_relevant": {
|
240 |
+
"frugal_challenge_train": 1311,
|
241 |
+
"climate_fever": 654,
|
242 |
+
"quota_climat": 1190
|
243 |
+
}
|
244 |
+
},
|
245 |
+
"percentages": {
|
246 |
+
"3_not_bad": {
|
247 |
+
"climate-guard-thinking_data_nocomment_qwen_toxic_agent": 1.879938243574607,
|
248 |
+
"climate-guard-synthetic_data_qwen_toxic_agent": 37.38080101716466,
|
249 |
+
"climate-guard-thinking_data_nocomment_intern_toxic_agent": 4.3411134320225235,
|
250 |
+
"climate-guard-thinking_data_nocomment_phi4_toxic_agent": 39.34247570611207,
|
251 |
+
"climate-guard-thinking_data_nocomment_yi_toxic_agent": 1.979838343474707,
|
252 |
+
"climate-guard-synthetic_data_yi_toxic_agent": 4.504586322768141,
|
253 |
+
"quota_climat": 10.571246934883298
|
254 |
+
},
|
255 |
+
"4_solutions_harmful_unnecessary": {
|
256 |
+
"climate-guard-thinking_data_nocomment_qwen_toxic_agent": 1.9229110976976806,
|
257 |
+
"climate-guard-synthetic_data_qwen_toxic_agent": 41.04509787013883,
|
258 |
+
"climate-guard-thinking_data_nocomment_intern_toxic_agent": 4.07864102785203,
|
259 |
+
"climate-guard-thinking_data_nocomment_phi4_toxic_agent": 35.45744589117875,
|
260 |
+
"climate-guard-thinking_data_nocomment_yi_toxic_agent": 2.0350090540657066,
|
261 |
+
"climate-guard-synthetic_data_yi_toxic_agent": 4.802966284383892,
|
262 |
+
"quota_climat": 10.657928774683107
|
263 |
+
},
|
264 |
+
"5_science_is_unreliable": {
|
265 |
+
"climate-guard-thinking_data_nocomment_qwen_toxic_agent": 2.053528646724622,
|
266 |
+
"climate-guard-synthetic_data_qwen_toxic_agent": 37.33315079745363,
|
267 |
+
"climate-guard-thinking_data_nocomment_intern_toxic_agent": 4.134437675405572,
|
268 |
+
"climate-guard-thinking_data_nocomment_phi4_toxic_agent": 41.693476623998905,
|
269 |
+
"climate-guard-thinking_data_nocomment_yi_toxic_agent": 2.176740365528099,
|
270 |
+
"climate-guard-synthetic_data_yi_toxic_agent": 4.490382640837839,
|
271 |
+
"quota_climat": 8.118283250051338
|
272 |
+
},
|
273 |
+
"6_proponents_biased": {
|
274 |
+
"climate-guard-thinking_data_nocomment_qwen_toxic_agent": 1.9660937132093244,
|
275 |
+
"climate-guard-synthetic_data_qwen_toxic_agent": 53.390628679067575,
|
276 |
+
"climate-guard-thinking_data_nocomment_intern_toxic_agent": 4.579703319990582,
|
277 |
+
"climate-guard-thinking_data_nocomment_phi4_toxic_agent": 16.352719566753002,
|
278 |
+
"climate-guard-thinking_data_nocomment_yi_toxic_agent": 2.7548858017424065,
|
279 |
+
"climate-guard-synthetic_data_yi_toxic_agent": 6.404520838238757,
|
280 |
+
"quota_climat": 14.551448080998352
|
281 |
+
},
|
282 |
+
"7_fossil_fuels_needed": {
|
283 |
+
"climate-guard-thinking_data_nocomment_qwen_toxic_agent": 1.9367028814359941,
|
284 |
+
"climate-guard-synthetic_data_qwen_toxic_agent": 37.590930562116206,
|
285 |
+
"climate-guard-thinking_data_nocomment_intern_toxic_agent": 4.005668398677374,
|
286 |
+
"climate-guard-thinking_data_nocomment_phi4_toxic_agent": 39.140292867264996,
|
287 |
+
"climate-guard-thinking_data_nocomment_yi_toxic_agent": 2.050070854983467,
|
288 |
+
"climate-guard-synthetic_data_yi_toxic_agent": 4.496929617383089,
|
289 |
+
"quota_climat": 10.779404818138875
|
290 |
+
},
|
291 |
+
"1_not_happening": {
|
292 |
+
"climate-guard-thinking_data_nocomment_qwen_toxic_agent": 1.9947275922671353,
|
293 |
+
"climate-guard-synthetic_data_qwen_toxic_agent": 41.30052724077329,
|
294 |
+
"climate-guard-thinking_data_nocomment_intern_toxic_agent": 4.094903339191564,
|
295 |
+
"climate-guard-thinking_data_nocomment_phi4_toxic_agent": 34.93848857644991,
|
296 |
+
"climate-guard-thinking_data_nocomment_yi_toxic_agent": 2.0738137082601056,
|
297 |
+
"climate-guard-synthetic_data_yi_toxic_agent": 4.815465729349736,
|
298 |
+
"quota_climat": 10.782073813708259
|
299 |
+
},
|
300 |
+
"2_not_human": {
|
301 |
+
"climate-guard-thinking_data_nocomment_qwen_toxic_agent": 1.8433571185864763,
|
302 |
+
"climate-guard-synthetic_data_qwen_toxic_agent": 39.627930682976555,
|
303 |
+
"climate-guard-thinking_data_nocomment_intern_toxic_agent": 3.933061501868841,
|
304 |
+
"climate-guard-thinking_data_nocomment_phi4_toxic_agent": 37.94597349643221,
|
305 |
+
"climate-guard-thinking_data_nocomment_yi_toxic_agent": 1.9367991845056065,
|
306 |
+
"climate-guard-synthetic_data_yi_toxic_agent": 4.349303431872239,
|
307 |
+
"quota_climat": 10.36357458375807
|
308 |
+
},
|
309 |
+
"0_not_relevant": {
|
310 |
+
"frugal_challenge_train": 41.55309033280507,
|
311 |
+
"climate_fever": 20.72900158478605,
|
312 |
+
"quota_climat": 37.717908082408876
|
313 |
+
}
|
314 |
+
}
|
315 |
+
},
|
316 |
+
"test": {
|
317 |
+
"counts": {
|
318 |
+
"6_proponents_biased": {
|
319 |
+
"frugal_challenge_test": 139
|
320 |
+
},
|
321 |
+
"2_not_human": {
|
322 |
+
"frugal_challenge_test": 137
|
323 |
+
},
|
324 |
+
"3_not_bad": {
|
325 |
+
"frugal_challenge_test": 97
|
326 |
+
},
|
327 |
+
"1_not_happening": {
|
328 |
+
"frugal_challenge_test": 154
|
329 |
+
},
|
330 |
+
"5_science_unreliable": {
|
331 |
+
"frugal_challenge_test": 160
|
332 |
+
},
|
333 |
+
"4_solutions_harmful_unnecessary": {
|
334 |
+
"frugal_challenge_test": 160
|
335 |
+
},
|
336 |
+
"7_fossil_fuels_needed": {
|
337 |
+
"frugal_challenge_test": 65
|
338 |
+
},
|
339 |
+
"0_not_relevant": {
|
340 |
+
"frugal_challenge_test": 307
|
341 |
+
}
|
342 |
+
},
|
343 |
+
"percentages": {
|
344 |
+
"6_proponents_biased": {
|
345 |
+
"frugal_challenge_test": 100.0
|
346 |
+
},
|
347 |
+
"2_not_human": {
|
348 |
+
"frugal_challenge_test": 100.0
|
349 |
+
},
|
350 |
+
"3_not_bad": {
|
351 |
+
"frugal_challenge_test": 100.0
|
352 |
+
},
|
353 |
+
"1_not_happening": {
|
354 |
+
"frugal_challenge_test": 100.0
|
355 |
+
},
|
356 |
+
"5_science_unreliable": {
|
357 |
+
"frugal_challenge_test": 100.0
|
358 |
+
},
|
359 |
+
"4_solutions_harmful_unnecessary": {
|
360 |
+
"frugal_challenge_test": 100.0
|
361 |
+
},
|
362 |
+
"7_fossil_fuels_needed": {
|
363 |
+
"frugal_challenge_test": 100.0
|
364 |
+
},
|
365 |
+
"0_not_relevant": {
|
366 |
+
"frugal_challenge_test": 100.0
|
367 |
+
}
|
368 |
+
}
|
369 |
+
}
|
370 |
+
}
|
371 |
+
},
|
372 |
+
"text_stats": {
|
373 |
+
"train": {
|
374 |
+
"avg_length": 111.46446254978633,
|
375 |
+
"median_length": 77.0,
|
376 |
+
"std_length": 114.89517560291323,
|
377 |
+
"min_length": 0,
|
378 |
+
"max_length": 965,
|
379 |
+
"total_words": 9207299
|
380 |
+
},
|
381 |
+
"test": {
|
382 |
+
"avg_length": 46.73502871205906,
|
383 |
+
"median_length": 37.0,
|
384 |
+
"std_length": 37.74882897285664,
|
385 |
+
"min_length": 4,
|
386 |
+
"max_length": 454,
|
387 |
+
"total_words": 56970
|
388 |
+
}
|
389 |
+
},
|
390 |
+
"vocabulary_stats": {
|
391 |
+
"train": {
|
392 |
+
"vocabulary_size": 70216,
|
393 |
+
"total_tokens": 9207299,
|
394 |
+
"unique_tokens_ratio": 0.007626123578695554
|
395 |
+
},
|
396 |
+
"test": {
|
397 |
+
"vocabulary_size": 10676,
|
398 |
+
"total_tokens": 56970,
|
399 |
+
"unique_tokens_ratio": 0.18739687554853432
|
400 |
+
}
|
401 |
+
},
|
402 |
+
"label_patterns": {
|
403 |
+
"train": {
|
404 |
+
"dominant_sources_per_label": {
|
405 |
+
"3_not_bad": {
|
406 |
+
"main_source": "climate-guard-thinking_data_nocomment_phi4_toxic_agent",
|
407 |
+
"percentage": 39.34247570611207
|
408 |
+
},
|
409 |
+
"4_solutions_harmful_unnecessary": {
|
410 |
+
"main_source": "climate-guard-synthetic_data_qwen_toxic_agent",
|
411 |
+
"percentage": 41.04509787013883
|
412 |
+
},
|
413 |
+
"5_science_is_unreliable": {
|
414 |
+
"main_source": "climate-guard-thinking_data_nocomment_phi4_toxic_agent",
|
415 |
+
"percentage": 41.693476623998905
|
416 |
+
},
|
417 |
+
"6_proponents_biased": {
|
418 |
+
"main_source": "climate-guard-synthetic_data_qwen_toxic_agent",
|
419 |
+
"percentage": 53.390628679067575
|
420 |
+
},
|
421 |
+
"7_fossil_fuels_needed": {
|
422 |
+
"main_source": "climate-guard-thinking_data_nocomment_phi4_toxic_agent",
|
423 |
+
"percentage": 39.140292867264996
|
424 |
+
},
|
425 |
+
"1_not_happening": {
|
426 |
+
"main_source": "climate-guard-synthetic_data_qwen_toxic_agent",
|
427 |
+
"percentage": 41.30052724077329
|
428 |
+
},
|
429 |
+
"2_not_human": {
|
430 |
+
"main_source": "climate-guard-synthetic_data_qwen_toxic_agent",
|
431 |
+
"percentage": 39.627930682976555
|
432 |
+
},
|
433 |
+
"0_not_relevant": {
|
434 |
+
"main_source": "frugal_challenge_train",
|
435 |
+
"percentage": 41.55309033280507
|
436 |
+
}
|
437 |
+
},
|
438 |
+
"label_diversity_per_source": {
|
439 |
+
"climate-guard-thinking_data_nocomment_qwen_toxic_agent": {
|
440 |
+
"unique_labels": 7,
|
441 |
+
"entropy": 1.9322811905174009
|
442 |
+
},
|
443 |
+
"climate-guard-synthetic_data_qwen_toxic_agent": {
|
444 |
+
"unique_labels": 7,
|
445 |
+
"entropy": 1.9412569930894747
|
446 |
+
},
|
447 |
+
"climate-guard-thinking_data_nocomment_intern_toxic_agent": {
|
448 |
+
"unique_labels": 7,
|
449 |
+
"entropy": 1.9376010166020219
|
450 |
+
},
|
451 |
+
"climate-guard-thinking_data_nocomment_phi4_toxic_agent": {
|
452 |
+
"unique_labels": 7,
|
453 |
+
"entropy": 1.8879859048798708
|
454 |
+
},
|
455 |
+
"climate-guard-thinking_data_nocomment_yi_toxic_agent": {
|
456 |
+
"unique_labels": 7,
|
457 |
+
"entropy": 1.9375508611483394
|
458 |
+
},
|
459 |
+
"climate-guard-synthetic_data_yi_toxic_agent": {
|
460 |
+
"unique_labels": 7,
|
461 |
+
"entropy": 1.941023858626436
|
462 |
+
},
|
463 |
+
"frugal_challenge_train": {
|
464 |
+
"unique_labels": 1,
|
465 |
+
"entropy": 0.0
|
466 |
+
},
|
467 |
+
"climate_fever": {
|
468 |
+
"unique_labels": 1,
|
469 |
+
"entropy": 0.0
|
470 |
+
},
|
471 |
+
"quota_climat": {
|
472 |
+
"unique_labels": 8,
|
473 |
+
"entropy": 2.0790581410796753
|
474 |
+
}
|
475 |
+
},
|
476 |
+
"source_bias_analysis": {
|
477 |
+
"climate-guard-thinking_data_nocomment_qwen_toxic_agent": {
|
478 |
+
"kl_divergence": 0.0395716559443841
|
479 |
+
},
|
480 |
+
"climate-guard-synthetic_data_qwen_toxic_agent": {
|
481 |
+
"kl_divergence": 0.045281501914864145
|
482 |
+
},
|
483 |
+
"climate-guard-thinking_data_nocomment_intern_toxic_agent": {
|
484 |
+
"kl_divergence": 0.039965634146765544
|
485 |
+
},
|
486 |
+
"climate-guard-thinking_data_nocomment_phi4_toxic_agent": {
|
487 |
+
"kl_divergence": 0.06259067672088119
|
488 |
+
},
|
489 |
+
"climate-guard-thinking_data_nocomment_yi_toxic_agent": {
|
490 |
+
"kl_divergence": 0.044481091436281824
|
491 |
+
},
|
492 |
+
"climate-guard-synthetic_data_yi_toxic_agent": {
|
493 |
+
"kl_divergence": 0.04597417615615136
|
494 |
+
},
|
495 |
+
"frugal_challenge_train": {
|
496 |
+
"kl_divergence": 3.265057483962074
|
497 |
+
},
|
498 |
+
"climate_fever": {
|
499 |
+
"kl_divergence": 3.265057483962074
|
500 |
+
},
|
501 |
+
"quota_climat": {
|
502 |
+
"kl_divergence": 0.07482175184545027
|
503 |
+
}
|
504 |
+
}
|
505 |
+
},
|
506 |
+
"test": {
|
507 |
+
"dominant_sources_per_label": {
|
508 |
+
"6_proponents_biased": {
|
509 |
+
"main_source": "frugal_challenge_test",
|
510 |
+
"percentage": 100.0
|
511 |
+
},
|
512 |
+
"2_not_human": {
|
513 |
+
"main_source": "frugal_challenge_test",
|
514 |
+
"percentage": 100.0
|
515 |
+
},
|
516 |
+
"3_not_bad": {
|
517 |
+
"main_source": "frugal_challenge_test",
|
518 |
+
"percentage": 100.0
|
519 |
+
},
|
520 |
+
"1_not_happening": {
|
521 |
+
"main_source": "frugal_challenge_test",
|
522 |
+
"percentage": 100.0
|
523 |
+
},
|
524 |
+
"5_science_unreliable": {
|
525 |
+
"main_source": "frugal_challenge_test",
|
526 |
+
"percentage": 100.0
|
527 |
+
},
|
528 |
+
"4_solutions_harmful_unnecessary": {
|
529 |
+
"main_source": "frugal_challenge_test",
|
530 |
+
"percentage": 100.0
|
531 |
+
},
|
532 |
+
"7_fossil_fuels_needed": {
|
533 |
+
"main_source": "frugal_challenge_test",
|
534 |
+
"percentage": 100.0
|
535 |
+
},
|
536 |
+
"0_not_relevant": {
|
537 |
+
"main_source": "frugal_challenge_test",
|
538 |
+
"percentage": 100.0
|
539 |
+
}
|
540 |
+
},
|
541 |
+
"label_diversity_per_source": {
|
542 |
+
"frugal_challenge_test": {
|
543 |
+
"unique_labels": 8,
|
544 |
+
"entropy": 1.9926606322233085
|
545 |
+
}
|
546 |
+
},
|
547 |
+
"source_bias_analysis": {
|
548 |
+
"frugal_challenge_test": {
|
549 |
+
"kl_divergence": 0.0
|
550 |
+
}
|
551 |
+
}
|
552 |
+
}
|
553 |
+
}
|
554 |
}
|
555 |
```
|
556 |
|