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[ { "content": "You are a citation verification policy model.\n\nYour job is not to guess whether a citation is true from memory.\nYour job is to decide how to verify it.\n\nOperational rules:\n1. the first assistant turn must be a tool call,\n2. never emit a final decision before at least one tool result,\n3. af...
{ "policy_version": "reviewed-seed-v1", "record_id": "seed-raw-sbert", "target_index": 0, "target_type": "tool_call", "training_format": "tool_transcript_steps" }
[ { "function": { "description": "Validate or inspect a BibTeX entry. Exactly one of 'bibtex' (inline BibTeX string) or 'path' (file path) must be provided.", "name": "bibtex_updater.check_bibtex", "parameters": { "properties": { "bibtex": { "description": "Inline B...
[ { "content": "You are a citation verification policy model.\n\nYour job is not to guess whether a citation is true from memory.\nYour job is to decide how to verify it.\n\nOperational rules:\n1. the first assistant turn must be a tool call,\n2. never emit a final decision before at least one tool result,\n3. af...
{ "policy_version": "reviewed-seed-v1", "record_id": "seed-raw-sbert", "target_index": 1, "target_type": "tool_call", "training_format": "tool_transcript_steps" }
[ { "function": { "description": "Validate or inspect a BibTeX entry. Exactly one of 'bibtex' (inline BibTeX string) or 'path' (file path) must be provided.", "name": "bibtex_updater.check_bibtex", "parameters": { "properties": { "bibtex": { "description": "Inline B...
[ { "content": "You are a citation verification policy model.\n\nYour job is not to guess whether a citation is true from memory.\nYour job is to decide how to verify it.\n\nOperational rules:\n1. the first assistant turn must be a tool call,\n2. never emit a final decision before at least one tool result,\n3. af...
{ "policy_version": "reviewed-seed-v1", "record_id": "seed-raw-sbert", "target_type": "final_decision", "training_format": "tool_transcript_steps" }
[ { "function": { "description": "Validate or inspect a BibTeX entry. Exactly one of 'bibtex' (inline BibTeX string) or 'path' (file path) must be provided.", "name": "bibtex_updater.check_bibtex", "parameters": { "properties": { "bibtex": { "description": "Inline B...
[ { "content": "You are a citation verification policy model.\n\nYour job is not to guess whether a citation is true from memory.\nYour job is to decide how to verify it.\n\nOperational rules:\n1. the first assistant turn must be a tool call,\n2. never emit a final decision before at least one tool result,\n3. af...
{ "policy_version": "reviewed-seed-v1", "record_id": "seed-bibtex-sbert-missing-doi", "target_index": 0, "target_type": "tool_call", "training_format": "tool_transcript_steps" }
[ { "function": { "description": "Validate or inspect a BibTeX entry. Exactly one of 'bibtex' (inline BibTeX string) or 'path' (file path) must be provided.", "name": "bibtex_updater.check_bibtex", "parameters": { "properties": { "bibtex": { "description": "Inline B...
[ { "content": "You are a citation verification policy model.\n\nYour job is not to guess whether a citation is true from memory.\nYour job is to decide how to verify it.\n\nOperational rules:\n1. the first assistant turn must be a tool call,\n2. never emit a final decision before at least one tool result,\n3. af...
{ "policy_version": "reviewed-seed-v1", "record_id": "seed-bibtex-sbert-missing-doi", "target_index": 1, "target_type": "tool_call", "training_format": "tool_transcript_steps" }
[ { "function": { "description": "Validate or inspect a BibTeX entry. Exactly one of 'bibtex' (inline BibTeX string) or 'path' (file path) must be provided.", "name": "bibtex_updater.check_bibtex", "parameters": { "properties": { "bibtex": { "description": "Inline B...
[ { "content": "You are a citation verification policy model.\n\nYour job is not to guess whether a citation is true from memory.\nYour job is to decide how to verify it.\n\nOperational rules:\n1. the first assistant turn must be a tool call,\n2. never emit a final decision before at least one tool result,\n3. af...
{ "policy_version": "reviewed-seed-v1", "record_id": "seed-bibtex-sbert-missing-doi", "target_type": "final_decision", "training_format": "tool_transcript_steps" }
[ { "function": { "description": "Validate or inspect a BibTeX entry. Exactly one of 'bibtex' (inline BibTeX string) or 'path' (file path) must be provided.", "name": "bibtex_updater.check_bibtex", "parameters": { "properties": { "bibtex": { "description": "Inline B...
[ { "content": "You are a citation verification policy model.\n\nYour job is not to guess whether a citation is true from memory.\nYour job is to decide how to verify it.\n\nOperational rules:\n1. the first assistant turn must be a tool call,\n2. never emit a final decision before at least one tool result,\n3. af...
{ "policy_version": "reviewed-seed-v1", "record_id": "seed-claim-transformers-mt", "target_index": 0, "target_type": "tool_call", "training_format": "tool_transcript_steps" }
[ { "function": { "description": "Validate or inspect a BibTeX entry. Exactly one of 'bibtex' (inline BibTeX string) or 'path' (file path) must be provided.", "name": "bibtex_updater.check_bibtex", "parameters": { "properties": { "bibtex": { "description": "Inline B...
[ { "content": "You are a citation verification policy model.\n\nYour job is not to guess whether a citation is true from memory.\nYour job is to decide how to verify it.\n\nOperational rules:\n1. the first assistant turn must be a tool call,\n2. never emit a final decision before at least one tool result,\n3. af...
{ "policy_version": "reviewed-seed-v1", "record_id": "seed-claim-transformers-mt", "target_index": 1, "target_type": "tool_call", "training_format": "tool_transcript_steps" }
[ { "function": { "description": "Validate or inspect a BibTeX entry. Exactly one of 'bibtex' (inline BibTeX string) or 'path' (file path) must be provided.", "name": "bibtex_updater.check_bibtex", "parameters": { "properties": { "bibtex": { "description": "Inline B...
[ { "content": "You are a citation verification policy model.\n\nYour job is not to guess whether a citation is true from memory.\nYour job is to decide how to verify it.\n\nOperational rules:\n1. the first assistant turn must be a tool call,\n2. never emit a final decision before at least one tool result,\n3. af...
{ "policy_version": "reviewed-seed-v1", "record_id": "seed-claim-transformers-mt", "target_type": "final_decision", "training_format": "tool_transcript_steps" }
[ { "function": { "description": "Validate or inspect a BibTeX entry. Exactly one of 'bibtex' (inline BibTeX string) or 'path' (file path) must be provided.", "name": "bibtex_updater.check_bibtex", "parameters": { "properties": { "bibtex": { "description": "Inline B...
[ { "content": "You are a citation verification policy model.\n\nYour job is not to guess whether a citation is true from memory.\nYour job is to decide how to verify it.\n\nOperational rules:\n1. the first assistant turn must be a tool call,\n2. never emit a final decision before at least one tool result,\n3. af...
{ "policy_version": "reviewed-seed-v1", "record_id": "seed-raw-bart", "target_index": 0, "target_type": "tool_call", "training_format": "tool_transcript_steps" }
[ { "function": { "description": "Validate or inspect a BibTeX entry. Exactly one of 'bibtex' (inline BibTeX string) or 'path' (file path) must be provided.", "name": "bibtex_updater.check_bibtex", "parameters": { "properties": { "bibtex": { "description": "Inline B...
[ { "content": "You are a citation verification policy model.\n\nYour job is not to guess whether a citation is true from memory.\nYour job is to decide how to verify it.\n\nOperational rules:\n1. the first assistant turn must be a tool call,\n2. never emit a final decision before at least one tool result,\n3. af...
{ "policy_version": "reviewed-seed-v1", "record_id": "seed-raw-bart", "target_index": 1, "target_type": "tool_call", "training_format": "tool_transcript_steps" }
[ { "function": { "description": "Validate or inspect a BibTeX entry. Exactly one of 'bibtex' (inline BibTeX string) or 'path' (file path) must be provided.", "name": "bibtex_updater.check_bibtex", "parameters": { "properties": { "bibtex": { "description": "Inline B...
[ { "content": "You are a citation verification policy model.\n\nYour job is not to guess whether a citation is true from memory.\nYour job is to decide how to verify it.\n\nOperational rules:\n1. the first assistant turn must be a tool call,\n2. never emit a final decision before at least one tool result,\n3. af...
{ "policy_version": "reviewed-seed-v1", "record_id": "seed-raw-bart", "target_type": "final_decision", "training_format": "tool_transcript_steps" }
[ { "function": { "description": "Validate or inspect a BibTeX entry. Exactly one of 'bibtex' (inline BibTeX string) or 'path' (file path) must be provided.", "name": "bibtex_updater.check_bibtex", "parameters": { "properties": { "bibtex": { "description": "Inline B...
[ { "content": "You are a citation verification policy model.\n\nYour job is not to guess whether a citation is true from memory.\nYour job is to decide how to verify it.\n\nOperational rules:\n1. the first assistant turn must be a tool call,\n2. never emit a final decision before at least one tool result,\n3. af...
{ "policy_version": "reviewed-seed-v1", "record_id": "seed-bibtex-simcse-missing-doi", "target_index": 0, "target_type": "tool_call", "training_format": "tool_transcript_steps" }
[ { "function": { "description": "Validate or inspect a BibTeX entry. Exactly one of 'bibtex' (inline BibTeX string) or 'path' (file path) must be provided.", "name": "bibtex_updater.check_bibtex", "parameters": { "properties": { "bibtex": { "description": "Inline B...
[ { "content": "You are a citation verification policy model.\n\nYour job is not to guess whether a citation is true from memory.\nYour job is to decide how to verify it.\n\nOperational rules:\n1. the first assistant turn must be a tool call,\n2. never emit a final decision before at least one tool result,\n3. af...
{ "policy_version": "reviewed-seed-v1", "record_id": "seed-bibtex-simcse-missing-doi", "target_index": 1, "target_type": "tool_call", "training_format": "tool_transcript_steps" }
[ { "function": { "description": "Validate or inspect a BibTeX entry. Exactly one of 'bibtex' (inline BibTeX string) or 'path' (file path) must be provided.", "name": "bibtex_updater.check_bibtex", "parameters": { "properties": { "bibtex": { "description": "Inline B...
[ { "content": "You are a citation verification policy model.\n\nYour job is not to guess whether a citation is true from memory.\nYour job is to decide how to verify it.\n\nOperational rules:\n1. the first assistant turn must be a tool call,\n2. never emit a final decision before at least one tool result,\n3. af...
{ "policy_version": "reviewed-seed-v1", "record_id": "seed-bibtex-simcse-missing-doi", "target_type": "final_decision", "training_format": "tool_transcript_steps" }
[ { "function": { "description": "Validate or inspect a BibTeX entry. Exactly one of 'bibtex' (inline BibTeX string) or 'path' (file path) must be provided.", "name": "bibtex_updater.check_bibtex", "parameters": { "properties": { "bibtex": { "description": "Inline B...
[ { "content": "You are a citation verification policy model.\n\nYour job is not to guess whether a citation is true from memory.\nYour job is to decide how to verify it.\n\nOperational rules:\n1. the first assistant turn must be a tool call,\n2. never emit a final decision before at least one tool result,\n3. af...
{ "policy_version": "reviewed-seed-v1", "record_id": "seed-raw-prefix-tuning-year-mismatch", "target_index": 0, "target_type": "tool_call", "training_format": "tool_transcript_steps" }
[ { "function": { "description": "Validate or inspect a BibTeX entry. Exactly one of 'bibtex' (inline BibTeX string) or 'path' (file path) must be provided.", "name": "bibtex_updater.check_bibtex", "parameters": { "properties": { "bibtex": { "description": "Inline B...
[ { "content": "You are a citation verification policy model.\n\nYour job is not to guess whether a citation is true from memory.\nYour job is to decide how to verify it.\n\nOperational rules:\n1. the first assistant turn must be a tool call,\n2. never emit a final decision before at least one tool result,\n3. af...
{ "policy_version": "reviewed-seed-v1", "record_id": "seed-raw-prefix-tuning-year-mismatch", "target_index": 1, "target_type": "tool_call", "training_format": "tool_transcript_steps" }
[ { "function": { "description": "Validate or inspect a BibTeX entry. Exactly one of 'bibtex' (inline BibTeX string) or 'path' (file path) must be provided.", "name": "bibtex_updater.check_bibtex", "parameters": { "properties": { "bibtex": { "description": "Inline B...
[ { "content": "You are a citation verification policy model.\n\nYour job is not to guess whether a citation is true from memory.\nYour job is to decide how to verify it.\n\nOperational rules:\n1. the first assistant turn must be a tool call,\n2. never emit a final decision before at least one tool result,\n3. af...
{ "policy_version": "reviewed-seed-v1", "record_id": "seed-raw-prefix-tuning-year-mismatch", "target_type": "final_decision", "training_format": "tool_transcript_steps" }
[ { "function": { "description": "Validate or inspect a BibTeX entry. Exactly one of 'bibtex' (inline BibTeX string) or 'path' (file path) must be provided.", "name": "bibtex_updater.check_bibtex", "parameters": { "properties": { "bibtex": { "description": "Inline B...
[ { "content": "You are a citation verification policy model.\n\nYour job is not to guess whether a citation is true from memory.\nYour job is to decide how to verify it.\n\nOperational rules:\n1. the first assistant turn must be a tool call,\n2. never emit a final decision before at least one tool result,\n3. af...
{ "policy_version": "reviewed-seed-v1", "record_id": "seed-paragraph-bart-published", "target_index": 0, "target_type": "tool_call", "training_format": "tool_transcript_steps" }
[ { "function": { "description": "Validate or inspect a BibTeX entry. Exactly one of 'bibtex' (inline BibTeX string) or 'path' (file path) must be provided.", "name": "bibtex_updater.check_bibtex", "parameters": { "properties": { "bibtex": { "description": "Inline B...
[ { "content": "You are a citation verification policy model.\n\nYour job is not to guess whether a citation is true from memory.\nYour job is to decide how to verify it.\n\nOperational rules:\n1. the first assistant turn must be a tool call,\n2. never emit a final decision before at least one tool result,\n3. af...
{ "policy_version": "reviewed-seed-v1", "record_id": "seed-paragraph-bart-published", "target_index": 1, "target_type": "tool_call", "training_format": "tool_transcript_steps" }
[ { "function": { "description": "Validate or inspect a BibTeX entry. Exactly one of 'bibtex' (inline BibTeX string) or 'path' (file path) must be provided.", "name": "bibtex_updater.check_bibtex", "parameters": { "properties": { "bibtex": { "description": "Inline B...
[ { "content": "You are a citation verification policy model.\n\nYour job is not to guess whether a citation is true from memory.\nYour job is to decide how to verify it.\n\nOperational rules:\n1. the first assistant turn must be a tool call,\n2. never emit a final decision before at least one tool result,\n3. af...
{ "policy_version": "reviewed-seed-v1", "record_id": "seed-paragraph-bart-published", "target_type": "final_decision", "training_format": "tool_transcript_steps" }
[ { "function": { "description": "Validate or inspect a BibTeX entry. Exactly one of 'bibtex' (inline BibTeX string) or 'path' (file path) must be provided.", "name": "bibtex_updater.check_bibtex", "parameters": { "properties": { "bibtex": { "description": "Inline B...
[ { "content": "You are a citation verification policy model.\n\nYour job is not to guess whether a citation is true from memory.\nYour job is to decide how to verify it.\n\nOperational rules:\n1. the first assistant turn must be a tool call,\n2. never emit a final decision before at least one tool result,\n3. af...
{ "policy_version": "reviewed-seed-v1", "record_id": "seed-bibtex-consert-wrong-doi", "target_index": 0, "target_type": "tool_call", "training_format": "tool_transcript_steps" }
[ { "function": { "description": "Validate or inspect a BibTeX entry. Exactly one of 'bibtex' (inline BibTeX string) or 'path' (file path) must be provided.", "name": "bibtex_updater.check_bibtex", "parameters": { "properties": { "bibtex": { "description": "Inline B...
[ { "content": "You are a citation verification policy model.\n\nYour job is not to guess whether a citation is true from memory.\nYour job is to decide how to verify it.\n\nOperational rules:\n1. the first assistant turn must be a tool call,\n2. never emit a final decision before at least one tool result,\n3. af...
{ "policy_version": "reviewed-seed-v1", "record_id": "seed-bibtex-consert-wrong-doi", "target_index": 1, "target_type": "tool_call", "training_format": "tool_transcript_steps" }
[ { "function": { "description": "Validate or inspect a BibTeX entry. Exactly one of 'bibtex' (inline BibTeX string) or 'path' (file path) must be provided.", "name": "bibtex_updater.check_bibtex", "parameters": { "properties": { "bibtex": { "description": "Inline B...
[ { "content": "You are a citation verification policy model.\n\nYour job is not to guess whether a citation is true from memory.\nYour job is to decide how to verify it.\n\nOperational rules:\n1. the first assistant turn must be a tool call,\n2. never emit a final decision before at least one tool result,\n3. af...
{ "policy_version": "reviewed-seed-v1", "record_id": "seed-bibtex-consert-wrong-doi", "target_type": "final_decision", "training_format": "tool_transcript_steps" }
[ { "function": { "description": "Validate or inspect a BibTeX entry. Exactly one of 'bibtex' (inline BibTeX string) or 'path' (file path) must be provided.", "name": "bibtex_updater.check_bibtex", "parameters": { "properties": { "bibtex": { "description": "Inline B...
[ { "content": "You are a citation verification policy model.\n\nYour job is not to guess whether a citation is true from memory.\nYour job is to decide how to verify it.\n\nOperational rules:\n1. the first assistant turn must be a tool call,\n2. never emit a final decision before at least one tool result,\n3. af...
{ "policy_version": "reviewed-seed-v2", "record_id": "live-raw-bart", "target_index": 0, "target_type": "tool_call", "training_format": "tool_transcript_steps" }
[ { "function": { "description": "Validate or inspect a BibTeX entry. Exactly one of 'bibtex' (inline BibTeX string) or 'path' (file path) must be provided.", "name": "bibtex_updater.check_bibtex", "parameters": { "properties": { "bibtex": { "description": "Inline B...
[ { "content": "You are a citation verification policy model.\n\nYour job is not to guess whether a citation is true from memory.\nYour job is to decide how to verify it.\n\nOperational rules:\n1. the first assistant turn must be a tool call,\n2. never emit a final decision before at least one tool result,\n3. af...
{ "policy_version": "reviewed-seed-v2", "record_id": "live-raw-bart", "target_index": 1, "target_type": "tool_call", "training_format": "tool_transcript_steps" }
[ { "function": { "description": "Validate or inspect a BibTeX entry. Exactly one of 'bibtex' (inline BibTeX string) or 'path' (file path) must be provided.", "name": "bibtex_updater.check_bibtex", "parameters": { "properties": { "bibtex": { "description": "Inline B...
[ { "content": "You are a citation verification policy model.\n\nYour job is not to guess whether a citation is true from memory.\nYour job is to decide how to verify it.\n\nOperational rules:\n1. the first assistant turn must be a tool call,\n2. never emit a final decision before at least one tool result,\n3. af...
{ "policy_version": "reviewed-seed-v2", "record_id": "live-raw-bart", "target_type": "final_decision", "training_format": "tool_transcript_steps" }
[ { "function": { "description": "Validate or inspect a BibTeX entry. Exactly one of 'bibtex' (inline BibTeX string) or 'path' (file path) must be provided.", "name": "bibtex_updater.check_bibtex", "parameters": { "properties": { "bibtex": { "description": "Inline B...
[ { "content": "You are a citation verification policy model.\n\nYour job is not to guess whether a citation is true from memory.\nYour job is to decide how to verify it.\n\nOperational rules:\n1. the first assistant turn must be a tool call,\n2. never emit a final decision before at least one tool result,\n3. af...
{ "policy_version": "reviewed-seed-v2", "record_id": "live-raw-simcse", "target_index": 0, "target_type": "tool_call", "training_format": "tool_transcript_steps" }
[ { "function": { "description": "Validate or inspect a BibTeX entry. Exactly one of 'bibtex' (inline BibTeX string) or 'path' (file path) must be provided.", "name": "bibtex_updater.check_bibtex", "parameters": { "properties": { "bibtex": { "description": "Inline B...
[ { "content": "You are a citation verification policy model.\n\nYour job is not to guess whether a citation is true from memory.\nYour job is to decide how to verify it.\n\nOperational rules:\n1. the first assistant turn must be a tool call,\n2. never emit a final decision before at least one tool result,\n3. af...
{ "policy_version": "reviewed-seed-v2", "record_id": "live-raw-simcse", "target_index": 1, "target_type": "tool_call", "training_format": "tool_transcript_steps" }
[ { "function": { "description": "Validate or inspect a BibTeX entry. Exactly one of 'bibtex' (inline BibTeX string) or 'path' (file path) must be provided.", "name": "bibtex_updater.check_bibtex", "parameters": { "properties": { "bibtex": { "description": "Inline B...
[ { "content": "You are a citation verification policy model.\n\nYour job is not to guess whether a citation is true from memory.\nYour job is to decide how to verify it.\n\nOperational rules:\n1. the first assistant turn must be a tool call,\n2. never emit a final decision before at least one tool result,\n3. af...
{ "policy_version": "reviewed-seed-v2", "record_id": "live-raw-simcse", "target_type": "final_decision", "training_format": "tool_transcript_steps" }
[ { "function": { "description": "Validate or inspect a BibTeX entry. Exactly one of 'bibtex' (inline BibTeX string) or 'path' (file path) must be provided.", "name": "bibtex_updater.check_bibtex", "parameters": { "properties": { "bibtex": { "description": "Inline B...
[ { "content": "You are a citation verification policy model.\n\nYour job is not to guess whether a citation is true from memory.\nYour job is to decide how to verify it.\n\nOperational rules:\n1. the first assistant turn must be a tool call,\n2. never emit a final decision before at least one tool result,\n3. af...
{ "policy_version": "reviewed-seed-v2", "record_id": "round2-raw-scibert-doi", "target_index": 0, "target_type": "tool_call", "training_format": "tool_transcript_steps" }
[ { "function": { "description": "Validate or inspect a BibTeX entry. Exactly one of 'bibtex' (inline BibTeX string) or 'path' (file path) must be provided.", "name": "bibtex_updater.check_bibtex", "parameters": { "properties": { "bibtex": { "description": "Inline B...
[ { "content": "You are a citation verification policy model.\n\nYour job is not to guess whether a citation is true from memory.\nYour job is to decide how to verify it.\n\nOperational rules:\n1. the first assistant turn must be a tool call,\n2. never emit a final decision before at least one tool result,\n3. af...
{ "policy_version": "reviewed-seed-v2", "record_id": "round2-raw-scibert-doi", "target_index": 1, "target_type": "tool_call", "training_format": "tool_transcript_steps" }
[ { "function": { "description": "Validate or inspect a BibTeX entry. Exactly one of 'bibtex' (inline BibTeX string) or 'path' (file path) must be provided.", "name": "bibtex_updater.check_bibtex", "parameters": { "properties": { "bibtex": { "description": "Inline B...
[ { "content": "You are a citation verification policy model.\n\nYour job is not to guess whether a citation is true from memory.\nYour job is to decide how to verify it.\n\nOperational rules:\n1. the first assistant turn must be a tool call,\n2. never emit a final decision before at least one tool result,\n3. af...
{ "policy_version": "reviewed-seed-v2", "record_id": "round2-raw-scibert-doi", "target_type": "final_decision", "training_format": "tool_transcript_steps" }
[ { "function": { "description": "Validate or inspect a BibTeX entry. Exactly one of 'bibtex' (inline BibTeX string) or 'path' (file path) must be provided.", "name": "bibtex_updater.check_bibtex", "parameters": { "properties": { "bibtex": { "description": "Inline B...
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hallmark-mlx-reviewed-policy-traces

Reviewed citation-verification training traces for hallmark-mlx.

Contents

  • train.jsonl: 75 supervised examples
  • valid.jsonl: 6 supervised examples
  • Source reviewed traces: reviewed_seed_traces_combined.jsonl with 45 full traces.

Format

Each row is a prepared supervised training example for MLX LoRA fine-tuning. The format is the exact snapshot used by the kept Qwen 1.5B run.

Upload Note

Review the dataset card metadata before publishing publicly.

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