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Co-authored-by: Yuntian Deng <[email protected]>

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LICENSE.md ADDED
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README.md ADDED
@@ -0,0 +1,383 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ ---
2
+ license: odc-by
3
+ size_categories:
4
+ - 1M<n<10M
5
+ task_categories:
6
+ - text-generation
7
+ - question-answering
8
+ pretty_name: WildChat-4.8M
9
+ dataset_info:
10
+ features:
11
+ - name: conversation_hash
12
+ dtype: string
13
+ - name: model
14
+ dtype: string
15
+ - name: timestamp
16
+ dtype: timestamp[us]
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+ - name: conversation
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+ list:
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+ - name: content
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+ dtype: string
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+ - name: created
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+ dtype: int64
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+ - name: header
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+ struct:
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+ - name: accept-language
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+ dtype: string
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+ - name: user-agent
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+ dtype: string
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+ - name: hashed_ip
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+ dtype: string
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+ - name: country
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+ dtype: string
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+ - name: toxic
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+ dtype: bool
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+ - name: redacted
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+ dtype: bool
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+ - name: state
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+ dtype: string
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+ - name: language
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+ dtype: string
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+ - name: openai_id
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+ dtype: string
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+ - name: role
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+ dtype: string
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+ - name: temperature
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+ dtype: float64
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+ - name: timestamp
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+ dtype: timestamp[us]
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+ - name: token_counter
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+ dtype: int64
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+ - name: top_p
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+ dtype: float64
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+ - name: turn_identifier
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+ dtype: int64
55
+ - name: system_fingerprint
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+ dtype: string
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+ - name: usage
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+ struct:
59
+ - name: completion_tokens
60
+ dtype: int64
61
+ - name: completion_tokens_details
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+ struct:
63
+ - name: reasoning_tokens
64
+ dtype: int64
65
+ - name: text_tokens
66
+ dtype: int64
67
+ - name: audio_tokens
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+ dtype: int64
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+ - name: accepted_prediction_tokens
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+ dtype: int64
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+ - name: rejected_prediction_tokens
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+ dtype: int64
73
+ - name: prompt_tokens
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+ dtype: int64
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+ - name: total_tokens
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+ dtype: int64
77
+ - name: prompt_tokens_details
78
+ struct:
79
+ - name: cached_tokens
80
+ dtype: int64
81
+ - name: audio_tokens
82
+ dtype: int64
83
+ - name: turn
84
+ dtype: int64
85
+ - name: language
86
+ dtype: string
87
+ - name: openai_moderation
88
+ list:
89
+ - name: categories
90
+ struct:
91
+ - name: harassment
92
+ dtype: bool
93
+ - name: harassment/threatening
94
+ dtype: bool
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+ - name: harassment_threatening
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+ dtype: bool
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+ - name: hate
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+ dtype: bool
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+ - name: hate/threatening
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+ dtype: bool
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+ - name: hate_threatening
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+ dtype: bool
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+ - name: illicit
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+ dtype: bool
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+ - name: illicit/violent
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+ dtype: bool
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+ - name: illicit_violent
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+ dtype: bool
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+ - name: self-harm
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+ dtype: bool
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+ - name: self-harm/instructions
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+ dtype: bool
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+ - name: self-harm/intent
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+ dtype: bool
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+ - name: self_harm
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+ dtype: bool
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+ - name: self_harm_instructions
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+ dtype: bool
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+ - name: self_harm_intent
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+ dtype: bool
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+ - name: sexual
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+ dtype: bool
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+ - name: sexual/minors
124
+ dtype: bool
125
+ - name: sexual_minors
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+ dtype: bool
127
+ - name: violence
128
+ dtype: bool
129
+ - name: violence/graphic
130
+ dtype: bool
131
+ - name: violence_graphic
132
+ dtype: bool
133
+ - name: category_applied_input_types
134
+ struct:
135
+ - name: harassment
136
+ list: string
137
+ - name: harassment/threatening
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+ list: string
139
+ - name: harassment_threatening
140
+ list: string
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+ - name: hate
142
+ list: string
143
+ - name: hate/threatening
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+ list: string
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+ - name: hate_threatening
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+ list: string
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+ - name: illicit
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+ list: string
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+ - name: illicit/violent
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+ list: string
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+ - name: illicit_violent
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+ list: string
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+ - name: self-harm
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+ list: string
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+ - name: self-harm/instructions
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+ list: string
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+ - name: self-harm/intent
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+ list: string
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+ - name: self_harm
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+ list: string
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+ - name: self_harm_instructions
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+ list: string
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+ - name: self_harm_intent
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+ list: string
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+ - name: sexual
166
+ list: string
167
+ - name: sexual/minors
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+ list: string
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+ - name: sexual_minors
170
+ list: string
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+ - name: violence
172
+ list: string
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+ - name: violence/graphic
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+ list: string
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+ - name: violence_graphic
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+ list: string
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+ - name: category_scores
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+ struct:
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+ - name: harassment
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+ dtype: float64
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+ - name: harassment/threatening
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+ dtype: float64
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+ - name: harassment_threatening
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+ dtype: float64
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+ - name: hate
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+ dtype: float64
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+ - name: hate/threatening
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+ dtype: float64
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+ - name: hate_threatening
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+ dtype: float64
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+ - name: illicit
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+ dtype: float64
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+ - name: illicit/violent
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+ dtype: float64
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+ - name: illicit_violent
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+ dtype: float64
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+ - name: self-harm
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+ dtype: float64
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+ - name: self-harm/instructions
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+ dtype: float64
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+ - name: self-harm/intent
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+ dtype: float64
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+ - name: self_harm
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+ dtype: float64
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+ - name: self_harm_instructions
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+ dtype: float64
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+ - name: self_harm_intent
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+ dtype: float64
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+ - name: sexual
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+ dtype: float64
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+ - name: sexual/minors
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+ dtype: float64
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+ - name: sexual_minors
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+ dtype: float64
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+ - name: violence
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+ dtype: float64
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+ - name: violence/graphic
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+ dtype: float64
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+ - name: violence_graphic
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+ dtype: float64
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+ - name: flagged
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+ dtype: bool
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+ - name: detoxify_moderation
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+ list:
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+ - name: identity_attack
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+ dtype: float64
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+ - name: insult
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+ dtype: float64
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+ - name: obscene
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+ dtype: float64
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+ - name: severe_toxicity
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+ dtype: float64
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+ - name: sexual_explicit
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+ dtype: float64
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+ - name: threat
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+ dtype: float64
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+ - name: toxicity
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+ dtype: float64
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+ - name: toxic
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+ dtype: bool
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+ - name: redacted
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+ dtype: bool
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+ - name: state
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+ dtype: string
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+ - name: country
246
+ dtype: string
247
+ - name: hashed_ip
248
+ dtype: string
249
+ - name: header
250
+ struct:
251
+ - name: accept-language
252
+ dtype: string
253
+ - name: user-agent
254
+ dtype: string
255
+ splits:
256
+ - name: train
257
+ num_bytes: 42645714270.23995
258
+ num_examples: 3199860
259
+ download_size: 15282293424
260
+ dataset_size: 42645714270.23995
261
+ configs:
262
+ - config_name: default
263
+ data_files:
264
+ - split: train
265
+ path: data/train-*
266
+ tags:
267
+ - instruction-finetuning
268
+ ---
269
+ # Dataset Card for WildChat-4.8M
270
+
271
+ ## Dataset Description
272
+
273
+ - **Interactive Search Tool:** https://wildvisualizer.com
274
+ - **WildChat paper:** https://arxiv.org/abs/2405.01470
275
+ - **WildVis paper:** https://arxiv.org/abs/2409.03753
276
+ - **Point of Contact:** [Yuntian Deng](https://yuntiandeng.com/)
277
+
278
+ ## Dataset Description
279
+
280
+ - **Interactive Search Tool:** https://wildvisualizer.com
281
+ - **WildChat paper:** https://arxiv.org/abs/2405.01470
282
+ - **WildVis paper:** https://arxiv.org/abs/2409.03753
283
+ - **Point of Contact:** [Yuntian Deng](https://yuntiandeng.com/)
284
+
285
+ ### Dataset Summary
286
+
287
+ WildChat-4.8M is a collection of **3,199,860 conversations** between human users and ChatGPT. This version **only contains non-toxic user inputs and ChatGPT responses**, as flagged by the OpenAI Moderations API or Detoxify. It is derived from the [WildChat-4.8M-Full](https://huggingface.co/datasets/allenai/WildChat-4.8M-Full) dataset (4,743,336 conversations after minors removal from the original **4,804,190** conversations) by filtering out 1,543,476 toxic conversations. The dataset includes state, country, hashed IP addresses, request headers, and full conversation transcripts.
288
+
289
+ The dataset contains a broad spectrum of user-chatbot interactions: ambiguous requests, code-switching, topic shifts, political debates, and more. It also contains **111,836** non-toxic conversations from **reasoning models** `o1-preview` and `o1-mini`.
290
+
291
+ This version includes only **non-toxic conversations** as flagged by the OpenAI Moderations API or Detoxify. For most use cases that do not require toxic data, this dataset is recommended. If you need access to a version that contains both toxic and non-toxic conversations, please refer to the gated [WildChat-4.8M-Full](https://huggingface.co/datasets/allenai/WildChat-4.8M-Full).
292
+
293
+ ### Updates
294
+
295
+ **2025-08-11: Content Update**
296
+ - Extended coverage to data up to (but excluding) August 1, 2025.
297
+ - Released the [data processing script](https://github.com/da03/wildchat) used to construct this dataset.
298
+ - Added TruffleHog scanning to remove verified secrets from the conversations.
299
+ - Highlight: **111,836 reasoning model conversations** from `o1-preview` and `o1-mini`.
300
+
301
+ ### Full Version with Toxic Content
302
+
303
+ For access to the full version of the WildChat dataset which includes toxic conversations, please refer to [WildChat-4.8M-Full](https://huggingface.co/datasets/allenai/WildChat-4.8M-Full). That version is gated and requires manual approval with a detailed justification for why toxic data is needed.
304
+
305
+ ### Statistics
306
+
307
+ | Model Family | Count |
308
+ |----------------|-----------|
309
+ | gpt-4o | 1,539,780 |
310
+ | gpt-3.5-turbo | 688,900 |
311
+ | gpt-4.1-mini | 634,037 |
312
+ | gpt-4 | 202,915 |
313
+ | o1-mini | 58,529 |
314
+ | o1-preview | 53,307 |
315
+ | gpt-4-turbo | 22,392 |
316
+ | **Total** | 3,199,860 |
317
+
318
+ ### Data Fields
319
+
320
+ - `conversation_hash` (string): The hash of each conversation's content. This is not a unique key, as different conversations with the same content will share the same hash. For unique identifiers, use `turn_identifier` within each turn.
321
+ - `model` (string): The underlying OpenAI model, such as gpt-3.5-turbo or gpt-4.
322
+ - `timestamp` (timestamp): The timestamp of the last turn in the conversation in UTC.
323
+ - `conversation` (list): A list of user/assistant utterances. Each utterance is a dictionary containing the `role` of the speaker (user or assistant), the `content` of the utterance, the detected `language` of the utterance, whether the content of the utterance is considered `toxic`, and whether PII has been detected and anonymized (`redacted`). For user turns, there's also the hashed IP address `hashed_ip` of the turn, the state `state` and country `country` inferred from the original IP address, and the request headers `header` (which might be useful for linking multiple conversations from the same user when used in conjunction with `hashed_ip`). For assistant turns, there's a field `timestamp` which is the time when the backend server receives the full response from ChatGPT. For both user and assistant turns, there's a unique identifier `turn_identifier`.
324
+ - `turn` (int): The number of turns in the conversation. A turn refers to one round of user-assistant interaction.
325
+ - `language` (string): The language of the conversation. Note that this is the most frequently detected language in the utterances of the conversation.
326
+ - `openai_moderation` (list): A list of OpenAI Moderation results. Each element in the list corresponds to one utterance in the conversation. When the content of an utterance is an empty string, the corresponding moderation reult is set to be an empty dictionary.
327
+ - `detoxify_moderation` (list): A list of Detoxify results. Each element in the list corresponds to one utterance in the conversation. When the content of an utterance is an empty string, the corresponding Detoxify reult is set to be an empty dictionary.
328
+ - `toxic` (bool): Whether this conversation contains any utterances considered to be toxic by either OpenAI Moderation or Detoxify.
329
+ - `redacted` (bool): Whether this conversation contains any utterances in which PII or API secrets are detected and anonymized.
330
+ - `state` (string): The state inferred from the most common IP address in the conversation. Its value is sometimes `None` when GeoIP2 does not identify the state of an IP address.
331
+ - `country` (string): The country inferred from the most common IP address in the conversation. Its value is sometimes `None` when GeoIP2 does not identify the country of an IP address.
332
+ - `hashed_ip` (string): The most common hashed IP address in the conversation.
333
+ - `header` (string): The request header containing information about operating system, browser versions, and accepted languages. This field might be useful for linking multiple conversations from the same user when used in conjunction with `hashed_ip`. Note that every turn in a conversation has the same header, as this is the way we linked turns into conversations.
334
+
335
+ ### Languages
336
+
337
+ Covers dozens of languages (68 detected in earlier releases).
338
+
339
+ ### Personal and Sensitive Information
340
+
341
+ The dataset has been de-identified with Microsoft Presidio, custom regex rules, and manual adjustments. Verified secrets were removed using TruffleHog scanning.
342
+
343
+ ### Reserved Data for Evaluation
344
+
345
+ A small subset of conversations from WildChat was reserved for building [WildBench](https://arxiv.org/abs/2406.04770), a benchmark for evaluating large language models on real-world user queries.
346
+
347
+ ### Empty User Inputs
348
+
349
+ This dataset includes a small subset of conversations where users submitted empty inputs, sometimes leading to hallucinated responses from the assistant. This behavior, first noticed by @yuchenlin, arises from the design of our Hugging Face chatbot used for data collection, which did not restrict the submission of empty inputs. As a result, users could submit without entering any text, causing the assistant to generate responses without any user prompts. This observation motivated our work [Magpie: Alignment Data Synthesis from Scratch by Prompting Aligned LLMs with Nothing](https://arxiv.org/abs/2406.08464), which uses empty or template-only prompts to elicit self-generated queries from aligned LLMs for large-scale instruction data synthesis.
350
+
351
+ ### Data Removal Requests
352
+
353
+ If you believe your own data is included in WildChat and you would like it removed, or if you encounter content that is illegal, you may request deletion.
354
+
355
+ To do so, please contact me using the information on my homepage: [https://yuntiandeng.com](https://yuntiandeng.com). Please include:
356
+ - **Conversation hash(es)** and/or **turn identifier(s)** corresponding to the entries you wish to remove.
357
+ - A brief explanation of the reason for removal.
358
+ - Any additional information that could help verify authorship or confirm the issue.
359
+
360
+ ### Citation Information
361
+
362
+ Please consider citing the following papers if you find this dataset useful:
363
+
364
+ ```
365
+ @inproceedings{
366
+ zhao2024wildchat,
367
+ title={WildChat: 1M Chat{GPT} Interaction Logs in the Wild},
368
+ author={Wenting Zhao and Xiang Ren and Jack Hessel and Claire Cardie and Yejin Choi and Yuntian Deng},
369
+ booktitle={The Twelfth International Conference on Learning Representations},
370
+ year={2024},
371
+ url={https://openreview.net/forum?id=Bl8u7ZRlbM}
372
+ }
373
+ ```
374
+
375
+ ```
376
+ @inproceedings{deng2024wildvis,
377
+ title = "{W}ild{V}is: Open Source Visualizer for Million-Scale Chat Logs in the Wild",
378
+ author = "Deng, Yuntian and Zhao, Wenting and Hessel, Jack and Ren, Xiang and Cardie, Claire and Choi, Yejin",
379
+ booktitle = "Proceedings of the 2024 Conference on Empirical Methods in Natural Language Processing: System Demonstrations",
380
+ year = "2024",
381
+ url = "https://aclanthology.org/2024.emnlp-demo.50/"
382
+ }
383
+ ```
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