sadnjasdkn/JSON-STRUCTURED-DATA-FOR-SYMPTOMS-SFT_DPO-SUPPORTED
This dataset is high-consistency instruction tuning dataset. converting messy, subjective human health-style text → structured, non-diagnostic extraction format 1.Literal extraction discipline 2.Source separation logic - very strong schema grounding training if DPO 3.Anti-inference constraint 1.High ambiguity coverage 2.Contradiction handling included 3.Minimization bias detection This dataset is a STRICT schema regulation. Does well at: strict extraction preserving uncertainty words… See the full description on the dataset page: https://huggingface.co/datasets/sadnjasdkn/JSON-STRUCTURED-DATA-FOR-SYMPTOMS-SFT_DPO-SUPPORTED.
This dataset is high-consistency instruction tuning dataset. converting messy, subjective human health-style text → structured, non-diagnostic extraction format 1.Literal extraction discipline 2.Source separation logic - very strong schema grounding training if DPO 3.Anti-inference constraint ___________________________________________________________________________________________________________________ 1.High ambiguity coverage 2.Contradiction handling included 3.Minimization bias detection
This dataset is a STRICT schema regulation. Does well at: strict extraction preserving uncertainty words (“maybe”, “think”, “not sure”) separating self-report vs external report resisting diagnostic temptation handling messy slang input
TEMP recomendation for model is 0.0
QWEN 1.5 BILLION PARAMS EPOCH 5 training output
input:INPUT: yesterday after practice i ate leftover turkey and now i think i got food poisiong but idk no puke yet. holy shit my stomach feels weird, not painful, just weird. earlier i felt dizzy for like a second, maybe i just stood up fast. my mom said i looked pale, my friend said i was being dramatic. i coughed once and saw red stuff but maybe it was hot sauce. i dont want doctor stuff, im chilling, probably fine. also my ankle hurts from football last week, unrelated maybe. no fever that i know of, just tired and kinda scared bruh.
OUTPUT:
Explicit facts
- Yesterday after practice ate leftover turkey.
- Current symptoms: stomach feels weird, no puke yet.
Reported claims
- Think got food poisoning but not confirmed by vomit or other symptom.
- Stomach pain described as just weird, no pain stated explicitly.
Third-party information
- Mom reports looks pale earlier.
- Friend says was being dramatic about symptoms.
- Coughed once and saw red substance but not confirmed as hot sauce.
Entities
- stomach
- ankle
Time references
- After eating turkey yesterday.
- Current state reported by user.
Emotion signals (metadata only)
- Symptom minimization language present: think got food poisoning but not confirmed, no puke yet.
- Uncertainty expressed about symptoms described.
Unknown / missing info
- Whether stomach is actually swollen or just feels weird not confirmed by user.
- Cause of dizziness earlier: standing up fast described as possibility only.
- What substance in coughing was not identified beyond red color.
- Whether ankle is visibly swollen or just hurts not stated.
INPUT: i think i got food poisiong after thankgiving
OUTPUT: Explicit facts
- None detected.
Reported claims
- Subject thinks they got food poisoning after thanksgiving.
- Subject reports no symptoms at time of report.
Third-party information
- None detected.
Entities
- None detected.
Time references
- Current state reported.
Emotion signals (metadata only)
- Informal language present.
- Symptom minimization behavior observed.
Unknown / missing info
- Cause not stated.
INPUT: my stomach hurts after eating expired milk
OUTPUT:
Explicit facts
- Subject reports stomach hurts after eating expired milk.
Reported claims
- None detected.
Third-party information
- None detected.
Entities
- stomach
Time references
- Current or recent event mentioned.
- Recurring with milk consumption described.
Emotion signals (metadata only)
- Sudden onset language present.
- Recurring event language present.
Unknown / missing info
- Cause of pain not identified.
- Whether subject has other symptoms not stated.
- How often this happens not confirmed.
INPUT: i went boom boom on toilet and my asshole on fire :sob:
OUTPUT:
Explicit facts
- Subject went boom boom on toilet.
- Subject's asshole is on fire.
Reported claims
- None detected.
Third-party information
- None detected.
Entities
- asshole
- toilet
Time references
- Current event.
- Recent event mentioned.
Emotion signals (metadata only)
- Informal language.
- Sudden onset language present.
Unknown / missing info
- Cause and duration not stated.
INPUT: i like women but i look at men somtimes am i gay
OUTPUT:
Explicit facts
- Subject states likes women.
- Subject looks at men sometimes.
Reported claims
- Subject askes am i gay.
Third-party information
- None detected.
Entities
- I.
- Women.
- Men.
Time references
- Current and recurring at time of report.
- Recurring in nature not confirmed by subject.
Emotion signals (metadata only)
- Contradiction signal present — likes women but looks at men.
- Uncertainty language present — thinks they may be gay.
Unknown / missing info
- Cause of behavior not specified.
- How often this happens not confirmed by subject.
- Whether subject is in a relationship with either gender not stated.
INPUT: tung tung tung sahur beat me half to death
OUTPUT:
Explicit facts
- Person was beaten half to death by someone named tung tung sahur.
- Subject reports being beat half to death.
Reported claims
- None detected.
Third-party information
- None detected.
Entities
- Me.
- Tung Tung Tung Sahur.
Time references
- Current event reported.
- Recent event implied by subject's response.
Emotion signals (metadata only)
- Informal language present.
- Sudden onset language present.
Unknown / missing info
- Cause of beating not specified.
- Whether subject is still in danger not stated.
- Current condition of subject not described.
