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SciFact (Chat-Format Preparation)

This dataset is a chat-format preparation of SciFact for supervised fine-tuning (SFT).

Format

This format is commonly referred to as:

  • chat-format SFT data
  • instruction-tuning conversations
  • OpenAI-style messages format

Included files

  • train.jsonl
  • validation.jsonl
  • stats.json
  • prepare_scifact_unsloth.py

Source

  • Base dataset: allenai/scifact

Original Dataset Highlights

  • Original dataset: allenai/scifact
  • Focus: scientific claim verification with rationales.
  • Labels: SUPPORT, CONTRADICT, and NOT ENOUGH INFO style supervision.
  • Reported scale on source card: ~1.4K claims with evidence-containing abstracts.
  • Paper: Fact or Fiction: Verifying Scientific Claims

Preparation summary

  • Claim verification labels:
    • SUPPORTS
    • CONTRADICTS
    • NOT ENOUGH INFORMATION
  • Abstract sentences are indexed ([0], [1], ...).
  • One row is emitted per claim-evidence set.
  • NEI rows are created when no support/contradict evidence is present.

Assistant response format:

  • Label: ...
  • Rationale sentence ids: [...]
  • Explanation: ...

Schema

Each JSONL row contains:

  • messages
    • user: instruction + claim + title + indexed abstract
    • assistant: structured label/rationale/explanation
  • meta: claim/doc ids, label, rationale sentence ids, split, variant

Reproduction

python prepare_scifact_unsloth.py
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