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metadata
language:
  - en
license: apache-2.0
size_categories:
  - 10K<n<100K
task_categories:
  - text-generation
  - question-answering
tags:
  - synthetic
  - reasoning
  - sft
  - science
  - glm

GLM-5.2 Science Synth Reasoning

Synthetic reasoning traces for science questions from the GLM-5.2 science dataset. Each record contains a complex scientific question with SYNTH-style reasoning and a generated answer.

Dataset Summary

  • 33,014 records (605 dupes + 726 incomplete/truncated removed from 34,345 source)
  • 33,014 reasoning turns (99.9% format compliance)
  • Average 3,094 chars per reasoning trace

Models Used

Model Records
deepseek-v4-flash 33,341
thinkingmachines/inkling 673

Data Format

{
    "messages": [
        {"role": "user", "content": "How does the coupling between mantle convection patterns..."},
        {"role": "assistant", "content": "The coupling runs through...", "reasoning_content": "● Question: ... → ..."}
    ],
    "source": "disk:.../glm-5.2-science",
    "source_index": 0,
    "target": "both",
    "protocol": "chat_completions",
    "model": "deepseek-v4-flash",
    "num_conversation_turns": 2,
    "num_generated_turns": 1,
    "generated_at": "2026-07-26T..."
}

Validation

Check Result
Format compliance 99.9% (32,994/33,014 turns)
Duplicates 0 (after dedup)
Null/empty reasoning 0
Incomplete/truncated 0 (filtered out)