{"adoption": {"forks": 192, "observed_at": "2026-08-28T04:05:28.319586+00:00", "stars": 1728}, "canonical_url": "https://ross.abutalabs.com/products/chatlm-mini-chinese", "card": {"archived": false, "artifact_type": "learning-resource", "description": "中文对话0.2B小模型（ChatLM-Chinese-0.2B），开源所有数据集来源、数据清洗、tokenizer训练、模型预训练、SFT指令微调、RLHF优化等流程的全部代码。支持下游任务sft微调，给出三元组信息抽取微调示例。", "domain": ["large-language-models", "machine-learning", "chatbots", "education"], "enriched": true, "function": ["llm-training", "llm-inference", "chatbot", "nlp", "machine-learning"], "health_score": 20, "homepage": null, "language": "Python", "license": "Apache-2.0", "license_family": "permissive", "maturity": "maintenance", "member_repos": ["charent/ChatLM-mini-Chinese"], "name": "charent/ChatLM-mini-Chinese", "platform": ["python"], "pushed_at": "2024-04-20T00:38:49+00:00", "repo": "charent/ChatLM-mini-Chinese", "stars": 1728, "tags": ["chinese-language-model", "small-language-model", "pretraining", "sft", "dpo", "rlhf", "t5", "huggingface", "information-extraction", "from-scratch-training", "natural-language-processing", "gpu", "linux"], "topics": ["chatbot", "language-model", "t5-model", "text-generation"], "urls": [], "use_cases": ["train a small chinese chat model from scratch", "learn the full llm training pipeline including pretraining sft and rlhf", "fine-tune a small model for triple information extraction", "run a chat model on low vram consumer hardware", "preprocess and deduplicate large chinese text datasets", "experiment with dpo preference optimization using lora"], "what_it_is": "ChatLM-Chinese-0.2B is a small (0.2B parameter) Chinese conversational language model with fully open-sourced training pipeline code covering data cleaning, tokenizer training, pretraining, SFT instruction tuning, and DPO/RLHF preference optimization. It is built on the HuggingFace ecosystem and includes a fine-tuning example for triple information extraction.", "when_to_avoid": ["you need state-of-the-art chinese language understanding or generation quality", "you want a production-ready chatbot with strong reasoning abilities", "you need multilingual or english-focused capabilities", "you want a plug-and-play model without touching training code"], "when_to_choose": ["you want to learn or reproduce the end-to-end process of training a language model from scratch", "you need a tiny chinese chat model that runs on 4GB vram or less", "you want open reference code for data cleaning, tokenizer training, SFT, and DPO", "you need a base for fine-tuning small downstream NLP tasks like information extraction"]}, "data_as_of": "2026-08-30T08:39:29.467469+00:00", "members": [{"path": "/products/chatlm-mini-chinese", "repo": "charent/ChatLM-mini-Chinese", "role": "main", "score": 28}], "provenance": {"archived": {"kind": "observed", "observed_at": "2026-08-28T04:05:28.319586+00:00", "source": "github"}, "artifact_type": {"confidence": null, "enriched_at": "2026-08-30T03:32:08.340081+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "fb1e91292d0514c80cf0b45ed3a40ffc86ed001148254a6f917aef9177882850", "fetched_at": "2026-08-28T04:05:28.319586+00:00", "kind": "readme", "missing": false, "url": "https://github.com/charent/ChatLM-mini-Chinese"}], "taxonomy_version": 1}, "description": {"kind": "observed", "observed_at": "2026-08-28T04:05:28.319586+00:00", "source": "github"}, "domain": {"confidence": null, "enriched_at": "2026-08-30T03:32:08.340081+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "fb1e91292d0514c80cf0b45ed3a40ffc86ed001148254a6f917aef9177882850", "fetched_at": "2026-08-28T04:05:28.319586+00:00", "kind": "readme", "missing": false, "url": "https://github.com/charent/ChatLM-mini-Chinese"}], "taxonomy_version": 1}, "enriched": {"inputs": [], "kind": "computed", "method": "enrichment_status"}, "function": {"confidence": null, "enriched_at": "2026-08-30T03:32:08.340081+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "fb1e91292d0514c80cf0b45ed3a40ffc86ed001148254a6f917aef9177882850", "fetched_at": "2026-08-28T04:05:28.319586+00:00", "kind": "readme", "missing": false, "url": "https://github.com/charent/ChatLM-mini-Chinese"}], "taxonomy_version": 1}, "health_score": {"inputs": ["days_since_push", "days_since_release", "archived"], "kind": "computed", "method": "health_v1"}, "homepage": {"kind": "observed", "observed_at": "2026-08-28T04:05:28.319586+00:00", "source": "github"}, "language": {"kind": "observed", "observed_at": "2026-08-28T04:05:28.319586+00:00", "source": "github"}, "license": {"kind": "observed", "observed_at": "2026-08-28T04:05:28.319586+00:00", "source": "github"}, "license_family": {"inputs": ["license"], "kind": "computed", "method": "license_family"}, "maturity": {"confidence": null, "enriched_at": "2026-08-30T03:32:08.340081+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "fb1e91292d0514c80cf0b45ed3a40ffc86ed001148254a6f917aef9177882850", "fetched_at": "2026-08-28T04:05:28.319586+00:00", "kind": "readme", "missing": false, "url": "https://github.com/charent/ChatLM-mini-Chinese"}], "taxonomy_version": 1}, "member_repos": {"kind": "observed", "observed_at": "2026-08-28T04:05:28.319586+00:00", "source": "github"}, "name": {"kind": "observed", "observed_at": "2026-08-28T04:05:28.319586+00:00", "source": "github"}, "platform": {"confidence": null, "enriched_at": "2026-08-30T03:32:08.340081+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "fb1e91292d0514c80cf0b45ed3a40ffc86ed001148254a6f917aef9177882850", "fetched_at": "2026-08-28T04:05:28.319586+00:00", "kind": "readme", "missing": false, "url": "https://github.com/charent/ChatLM-mini-Chinese"}], "taxonomy_version": 1}, "pushed_at": {"kind": "observed", "observed_at": "2026-08-28T04:05:28.319586+00:00", "source": "github"}, "repo": {"kind": "observed", "observed_at": "2026-08-28T04:05:28.319586+00:00", "source": "github"}, "stars": {"kind": "observed", "observed_at": "2026-08-28T04:05:28.319586+00:00", "source": "github"}, "tags": {"confidence": null, "enriched_at": "2026-08-30T03:32:08.340081+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "fb1e91292d0514c80cf0b45ed3a40ffc86ed001148254a6f917aef9177882850", "fetched_at": "2026-08-28T04:05:28.319586+00:00", "kind": "readme", "missing": false, "url": "https://github.com/charent/ChatLM-mini-Chinese"}], "taxonomy_version": 1}, "topics": {"kind": "observed", "observed_at": "2026-08-28T04:05:28.319586+00:00", "source": "github"}, "urls": {"kind": "observed", "observed_at": "2026-08-28T04:05:28.319586+00:00", "source": "github"}, "use_cases": {"confidence": null, "enriched_at": "2026-08-30T03:32:08.340081+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "fb1e91292d0514c80cf0b45ed3a40ffc86ed001148254a6f917aef9177882850", "fetched_at": "2026-08-28T04:05:28.319586+00:00", "kind": "readme", "missing": false, "url": "https://github.com/charent/ChatLM-mini-Chinese"}], "taxonomy_version": 1}, "what_it_is": {"confidence": null, "enriched_at": "2026-08-30T03:32:08.340081+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "fb1e91292d0514c80cf0b45ed3a40ffc86ed001148254a6f917aef9177882850", "fetched_at": "2026-08-28T04:05:28.319586+00:00", "kind": "readme", "missing": false, "url": "https://github.com/charent/ChatLM-mini-Chinese"}], "taxonomy_version": 1}, "when_to_avoid": {"confidence": null, "enriched_at": "2026-08-30T03:32:08.340081+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "fb1e91292d0514c80cf0b45ed3a40ffc86ed001148254a6f917aef9177882850", "fetched_at": "2026-08-28T04:05:28.319586+00:00", "kind": "readme", "missing": false, "url": "https://github.com/charent/ChatLM-mini-Chinese"}], "taxonomy_version": 1}, "when_to_choose": {"confidence": null, "enriched_at": "2026-08-30T03:32:08.340081+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "fb1e91292d0514c80cf0b45ed3a40ffc86ed001148254a6f917aef9177882850", "fetched_at": "2026-08-28T04:05:28.319586+00:00", "kind": "readme", "missing": false, "url": "https://github.com/charent/ChatLM-mini-Chinese"}], "taxonomy_version": 1}}, "score": {"components": {"activity": 0, "longevity": 78, "rhythm": 35}, "computed_at": "2026-09-03T02:20:16.233290+00:00", "flags": ["no_releases"], "formula": "round(0.45*activity + 0.35*rhythm + 0.20*longevity); archived -> min(score, 10)", "inputs": {"age_days": 1102, "days_push": 866, "days_rel": null, "gap_med": null, "n_releases_24m": 0}, "score": 28, "version": 2}, "staleness": {"enrichment_outdated": false, "low_confidence": false, "scrape_days": 9, "stale_scrape": false}}