{"adoption": {"forks": 372, "observed_at": "2026-08-28T04:07:29.113958+00:00", "stars": 2908}, "canonical_url": "https://ross.abutalabs.com/products/easyedit", "card": {"archived": false, "artifact_type": "framework", "description": "[ACL 2024] An Easy-to-use Knowledge Editing Framework for LLMs.", "domain": ["large-language-models", "artificial-intelligence", "machine-learning"], "enriched": true, "function": ["machine-learning", "llm-inference", "llm-training", "prompt-engineering", "developer-tools"], "health_score": 75, "homepage": "https://zjunlp.github.io/project/KnowEdit", "language": "Jupyter Notebook", "license": "MIT", "license_family": "permissive", "maturity": "active", "member_repos": ["zjunlp/EasyEdit"], "name": "zjunlp/EasyEdit", "platform": ["python", "cross-platform"], "pushed_at": "2026-07-14T12:47:07+00:00", "repo": "zjunlp/EasyEdit", "stars": 2908, "tags": ["knowledge-editing", "model-editing", "llm-steering", "unlearning", "trustworthy-ai", "knowedit", "safeedit", "research-tool", "natural-language-processing", "gpu"], "topics": ["artificial-intelligence", "efficient", "knowledge-editing", "large-language-models", "model-editing", "natural-language-processing", "tool", "easyedit", "knowlm", "gpt", "llama", "baichuan", "chatgpt", "mmedit", "unlearning", "trustworthy-ai", "safeedit", "cknowedit", "knowedit", "easyedit2"], "urls": [], "use_cases": ["edit factual knowledge in an LLM without retraining", "unlearn harmful or outdated knowledge from a model", "steer LLM behavior at inference time", "benchmark knowledge editing methods on KnowEdit", "update wrong facts in a fine-tuned llama model", "research model editing techniques for trustworthy AI"], "what_it_is": "EasyEdit is an easy-to-use knowledge editing framework for large language models, supporting methods that modify model parameters or steer behavior at inference time. It includes benchmarks like KnowEdit and supports models such as GPT, LLaMA, and Baichuan.", "when_to_avoid": ["you need full model retraining or fine-tuning pipelines", "you only need prompt engineering without model modification", "you work with closed-source APIs that don't expose model weights"], "when_to_choose": ["you need to correct or update specific facts in an open-source LLM", "you are researching knowledge editing or model editing methods", "you need machine unlearning or safety steering for LLMs"]}, "data_as_of": "2026-08-30T08:39:29.467469+00:00", "members": [{"path": "/products/easyedit", "repo": "zjunlp/EasyEdit", "role": "main", "score": 71}], "provenance": {"archived": {"kind": "observed", "observed_at": "2026-08-28T04:07:29.113958+00:00", "source": "github"}, "artifact_type": {"confidence": null, "enriched_at": "2026-08-30T07:34:22.496276+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "7606ca124117ae1693d9961007d8e489c34a3a9d5e5391854060cbacd4165440", "fetched_at": "2026-08-28T04:07:29.113958+00:00", "kind": "readme", "missing": false, "url": "https://github.com/zjunlp/EasyEdit"}, {"content_hash": "983eaef7b39f5cf4fde48c26cad6455f827d5fdad2c912f29c7efa56b506ce92", "fetched_at": "2026-08-29T09:49:35.793559+00:00", "kind": "homepage", "missing": false, "url": "https://zjunlp.github.io/project/KnowEdit"}], "taxonomy_version": 1}, "description": {"kind": "observed", "observed_at": "2026-08-28T04:07:29.113958+00:00", "source": "github"}, "domain": {"confidence": null, "enriched_at": "2026-08-30T07:34:22.496276+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "7606ca124117ae1693d9961007d8e489c34a3a9d5e5391854060cbacd4165440", "fetched_at": "2026-08-28T04:07:29.113958+00:00", "kind": "readme", "missing": false, "url": "https://github.com/zjunlp/EasyEdit"}, {"content_hash": "983eaef7b39f5cf4fde48c26cad6455f827d5fdad2c912f29c7efa56b506ce92", "fetched_at": "2026-08-29T09:49:35.793559+00:00", "kind": "homepage", "missing": false, "url": "https://zjunlp.github.io/project/KnowEdit"}], "taxonomy_version": 1}, "enriched": {"inputs": [], "kind": "computed", "method": "enrichment_status"}, "function": {"confidence": null, "enriched_at": "2026-08-30T07:34:22.496276+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "7606ca124117ae1693d9961007d8e489c34a3a9d5e5391854060cbacd4165440", "fetched_at": "2026-08-28T04:07:29.113958+00:00", "kind": "readme", "missing": false, "url": "https://github.com/zjunlp/EasyEdit"}, {"content_hash": "983eaef7b39f5cf4fde48c26cad6455f827d5fdad2c912f29c7efa56b506ce92", "fetched_at": "2026-08-29T09:49:35.793559+00:00", "kind": "homepage", "missing": false, "url": "https://zjunlp.github.io/project/KnowEdit"}], "taxonomy_version": 1}, "health_score": {"inputs": ["days_since_push", "days_since_release", "archived"], "kind": "computed", "method": "health_v1"}, "homepage": {"kind": "observed", "observed_at": "2026-08-28T04:07:29.113958+00:00", "source": "github"}, "language": {"kind": "observed", "observed_at": "2026-08-28T04:07:29.113958+00:00", "source": "github"}, "license": {"kind": "observed", "observed_at": "2026-08-28T04:07:29.113958+00:00", "source": "github"}, "license_family": {"inputs": ["license"], "kind": "computed", "method": "license_family"}, "maturity": {"confidence": null, "enriched_at": "2026-08-30T07:34:22.496276+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "7606ca124117ae1693d9961007d8e489c34a3a9d5e5391854060cbacd4165440", "fetched_at": "2026-08-28T04:07:29.113958+00:00", "kind": "readme", "missing": false, "url": "https://github.com/zjunlp/EasyEdit"}, {"content_hash": "983eaef7b39f5cf4fde48c26cad6455f827d5fdad2c912f29c7efa56b506ce92", "fetched_at": "2026-08-29T09:49:35.793559+00:00", "kind": "homepage", "missing": false, "url": "https://zjunlp.github.io/project/KnowEdit"}], "taxonomy_version": 1}, "member_repos": {"kind": "observed", "observed_at": "2026-08-28T04:07:29.113958+00:00", "source": "github"}, "name": {"kind": "observed", "observed_at": "2026-08-28T04:07:29.113958+00:00", "source": "github"}, "platform": {"confidence": null, "enriched_at": "2026-08-30T07:34:22.496276+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "7606ca124117ae1693d9961007d8e489c34a3a9d5e5391854060cbacd4165440", "fetched_at": "2026-08-28T04:07:29.113958+00:00", "kind": "readme", "missing": false, "url": "https://github.com/zjunlp/EasyEdit"}, {"content_hash": "983eaef7b39f5cf4fde48c26cad6455f827d5fdad2c912f29c7efa56b506ce92", "fetched_at": "2026-08-29T09:49:35.793559+00:00", "kind": "homepage", "missing": false, "url": "https://zjunlp.github.io/project/KnowEdit"}], "taxonomy_version": 1}, "pushed_at": {"kind": "observed", "observed_at": "2026-08-28T04:07:29.113958+00:00", "source": "github"}, "repo": {"kind": "observed", "observed_at": "2026-08-28T04:07:29.113958+00:00", "source": "github"}, "stars": {"kind": "observed", "observed_at": "2026-08-28T04:07:29.113958+00:00", "source": "github"}, "tags": {"confidence": null, "enriched_at": "2026-08-30T07:34:22.496276+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "7606ca124117ae1693d9961007d8e489c34a3a9d5e5391854060cbacd4165440", "fetched_at": "2026-08-28T04:07:29.113958+00:00", "kind": "readme", "missing": false, "url": "https://github.com/zjunlp/EasyEdit"}, {"content_hash": "983eaef7b39f5cf4fde48c26cad6455f827d5fdad2c912f29c7efa56b506ce92", "fetched_at": "2026-08-29T09:49:35.793559+00:00", "kind": "homepage", "missing": false, "url": "https://zjunlp.github.io/project/KnowEdit"}], "taxonomy_version": 1}, "topics": {"kind": "observed", "observed_at": "2026-08-28T04:07:29.113958+00:00", "source": "github"}, "urls": {"kind": "observed", "observed_at": "2026-08-28T04:07:29.113958+00:00", "source": "github"}, "use_cases": {"confidence": null, "enriched_at": "2026-08-30T07:34:22.496276+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "7606ca124117ae1693d9961007d8e489c34a3a9d5e5391854060cbacd4165440", "fetched_at": "2026-08-28T04:07:29.113958+00:00", "kind": "readme", "missing": false, "url": "https://github.com/zjunlp/EasyEdit"}, {"content_hash": "983eaef7b39f5cf4fde48c26cad6455f827d5fdad2c912f29c7efa56b506ce92", "fetched_at": "2026-08-29T09:49:35.793559+00:00", "kind": "homepage", "missing": false, "url": "https://zjunlp.github.io/project/KnowEdit"}], "taxonomy_version": 1}, "what_it_is": {"confidence": null, "enriched_at": "2026-08-30T07:34:22.496276+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "7606ca124117ae1693d9961007d8e489c34a3a9d5e5391854060cbacd4165440", "fetched_at": "2026-08-28T04:07:29.113958+00:00", "kind": "readme", "missing": false, "url": "https://github.com/zjunlp/EasyEdit"}, {"content_hash": "983eaef7b39f5cf4fde48c26cad6455f827d5fdad2c912f29c7efa56b506ce92", "fetched_at": "2026-08-29T09:49:35.793559+00:00", "kind": "homepage", "missing": false, "url": "https://zjunlp.github.io/project/KnowEdit"}], "taxonomy_version": 1}, "when_to_avoid": {"confidence": null, "enriched_at": "2026-08-30T07:34:22.496276+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "7606ca124117ae1693d9961007d8e489c34a3a9d5e5391854060cbacd4165440", "fetched_at": "2026-08-28T04:07:29.113958+00:00", "kind": "readme", "missing": false, "url": "https://github.com/zjunlp/EasyEdit"}, {"content_hash": "983eaef7b39f5cf4fde48c26cad6455f827d5fdad2c912f29c7efa56b506ce92", "fetched_at": "2026-08-29T09:49:35.793559+00:00", "kind": "homepage", "missing": false, "url": "https://zjunlp.github.io/project/KnowEdit"}], "taxonomy_version": 1}, "when_to_choose": {"confidence": null, "enriched_at": "2026-08-30T07:34:22.496276+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "7606ca124117ae1693d9961007d8e489c34a3a9d5e5391854060cbacd4165440", "fetched_at": "2026-08-28T04:07:29.113958+00:00", "kind": "readme", "missing": false, "url": "https://github.com/zjunlp/EasyEdit"}, {"content_hash": "983eaef7b39f5cf4fde48c26cad6455f827d5fdad2c912f29c7efa56b506ce92", "fetched_at": "2026-08-29T09:49:35.793559+00:00", "kind": "homepage", "missing": false, "url": "https://zjunlp.github.io/project/KnowEdit"}], "taxonomy_version": 1}}, "score": {"components": {"activity": 92, "longevity": 86, "rhythm": 35}, "computed_at": "2026-09-02T17:46:02.011165+00:00", "flags": ["no_releases"], "formula": "round(0.45*activity + 0.35*rhythm + 0.20*longevity); archived -> min(score, 10)", "inputs": {"age_days": 1212, "days_push": 50, "days_rel": null, "gap_med": null, "n_releases_24m": 0}, "score": 71, "version": 2}, "staleness": {"enrichment_outdated": false, "low_confidence": false, "scrape_days": 9, "stale_scrape": false}}