| { |
| "dataset_name": "LifeStreamingCoT", |
| "repo_id": "skyzhou06/LifeStreamingCoT", |
| "version": "v0.4.1", |
| "created_by": "skyzhou06 with Codex", |
| "generation_method": "source_grounded_rule_based_v0.4.1_quality_patch", |
| "reasoning_policy": "selective_concise", |
| "chunking_method": "semantic_sentence_split_v0.4_refined", |
| "refinement_method": "rule_based_quality_patch_v0.4.1", |
| "schema": { |
| "id": "required", |
| "domain": "required", |
| "source_dataset": "required", |
| "instruction": "required", |
| "context": "required", |
| "context_chunks": "required", |
| "streaming_reasoning": "required", |
| "deep_reasoning": "required", |
| "answer": "required", |
| "response": "required", |
| "messages": "required", |
| "text": "required", |
| "num_chunks": "required", |
| "language": "required", |
| "split": "required", |
| "generation_method": "required", |
| "quality_flags": "required", |
| "version": "required", |
| "reasoning_policy": "required", |
| "chunking_method": "required", |
| "chunk_labels": "required", |
| "skip_chunks": "required", |
| "skip_reasons": "required", |
| "reasoning_token_budget": "required", |
| "original_num_chunks": "required", |
| "chunk_split_count": "required", |
| "quality_score": "required", |
| "is_high_quality": "required", |
| "refinement_method": "required", |
| "llm_augmented": "required", |
| "llm_augmentation_model": "required", |
| "rejected_reason": "required", |
| "state_tracking_confidence": "required" |
| }, |
| "source_datasets_used": [ |
| { |
| "name": "b-mc2/wikihow_lists", |
| "domain": "how_to_guidance", |
| "rows": 622 |
| }, |
| { |
| "name": "pietrolesci/multiwoz_all_versions", |
| "domain": "task_oriented_assistant", |
| "rows": 2987 |
| }, |
| { |
| "name": "pixelsandpointers/better_daily_dialog", |
| "domain": "daily_dialogue", |
| "rows": 3713 |
| }, |
| { |
| "name": "pixelsandpointers/empathetic_dialogues_for_lm", |
| "domain": "emotional_support", |
| "rows": 2000 |
| } |
| ], |
| "skipped_source_datasets": [], |
| "total_rows": 9322, |
| "train_rows": 7457, |
| "eval_rows": 1865, |
| "high_quality_train_rows": 2570, |
| "high_quality_eval_rows": 634, |
| "domains": { |
| "daily_dialogue": 3713, |
| "emotional_support": 2000, |
| "how_to_guidance": 622, |
| "task_oriented_assistant": 2987 |
| }, |
| "average_num_chunks": 6.45419437888865, |
| "average_chunk_length": 8.952847122959811, |
| "average_original_num_chunks": 4.753271830079382, |
| "average_chunk_split_count": 1.7806264750053638, |
| "average_streaming_reasoning_words": 28.501180004290926, |
| "average_deep_reasoning_words": 16.480583565758423, |
| "average_quality_score": 0.7602231280841022, |
| "high_quality_percentage": 0.3437030680111564, |
| "skip_chunk_ratio": 0.11189043645912974, |
| "examples_with_at_least_one_skip": 4486, |
| "quality_flags_distribution": { |
| "awkward_answer": 3441, |
| "closing_mishandled": 104, |
| "copied_source_response": 469, |
| "excessive_chunking": 174, |
| "keyword_stitching": 1827, |
| "long_deep_reasoning": 2, |
| "merged_fragments": 5797, |
| "repeated_context_chunks": 537, |
| "too_many_skips": 2, |
| "weak_context": 10, |
| "weak_high_quality_candidate": 3565 |
| }, |
| "llm_augmented_count": 0, |
| "limitations": [ |
| "v0.4 is primarily rule-based unless optional LLM augmentation is run.", |
| "The high-quality subset is recommended for serious SFT experiments.", |
| "Some source datasets are dialogue-style and may not perfectly match ideal assistant behavior.", |
| "The dataset is not intended for expert medical, legal, financial, emergency, or safety-critical advice." |
| ], |
| "samples_for_review": "samples_for_review.jsonl", |
| "patch_name": "v0.4.1 loading config and high-quality subset patch", |
| "patch_notes": [ |
| "Adds explicit Hugging Face dataset card configs so default loading uses only data/train.parquet and data/eval.parquet.", |
| "Adds a separate high_quality config backed by data/train_high_quality.parquet and data/eval_high_quality.parquet.", |
| "Tightens high-quality subset filtering to remove copied-source responses, awkward answer templates, keyword-stitching, repeated chunks, and weak candidates." |
| ], |
| "hf_config_fixed": true, |
| "old_v0_4_counts": { |
| "train_rows": 7457, |
| "eval_rows": 1865, |
| "high_quality_train_rows": 7207, |
| "high_quality_eval_rows": 1807, |
| "hf_auto_detected_total_rows": 18336 |
| }, |
| "high_quality_metrics": { |
| "rows": 3204, |
| "average_quality_score": 0.9999531835205993, |
| "average_streaming_reasoning_words": 34.70536828963795, |
| "average_deep_reasoning_words": 21.18196004993758, |
| "average_num_chunks": 6.717540574282148, |
| "average_chunk_length": 8.440737815360313, |
| "skip_chunk_ratio": 0.18882126097662966, |
| "severe_flag_percentage": 0.0, |
| "quality_flags_distribution": { |
| "merged_fragments": 2187, |
| "too_many_skips": 2, |
| "weak_context": 1 |
| } |
| }, |
| "high_quality_filtering_rules": [ |
| "awkward_answer", |
| "closing_mishandled", |
| "copied_source_response", |
| "excessive_chunking", |
| "fragment_chunk", |
| "generic_reasoning", |
| "keyword_stitching", |
| "low_specificity", |
| "no repeated context chunks", |
| "possible_slot_error", |
| "quality_score >= 0.85", |
| "repeated_context_chunks", |
| "streaming/deep length limits", |
| "weak_high_quality_candidate" |
| ] |
| } |
|
|
