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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.

sourceHugging Faceupdated 4mo agoView on Hugging Face
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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.