{"adoption": {"forks": 89, "observed_at": "2026-08-28T04:05:02.148583+00:00", "stars": 1550}, "canonical_url": "https://ross.abutalabs.com/products/awesome-llm-for-recsys", "card": {"archived": false, "artifact_type": "learning-resource", "description": "Survey: A collection of AWESOME papers and resources on the large language model (LLM) related recommender system topics.", "domain": ["large-language-models", "artificial-intelligence", "awesome-lists", "tutorials"], "enriched": true, "function": ["documentation"], "health_score": 58, "homepage": null, "language": null, "license": "MIT", "license_family": "permissive", "maturity": "active", "member_repos": ["CHIANGEL/Awesome-LLM-for-RecSys"], "name": "CHIANGEL/Awesome-LLM-for-RecSys", "platform": [], "pushed_at": "2026-01-17T03:14:41+00:00", "repo": "CHIANGEL/Awesome-LLM-for-RecSys", "stars": 1550, "tags": ["awesome-list", "recommender-systems", "survey", "papers", "llm4rec", "web-server"], "topics": ["llm", "rs", "recsys", "large-language-models", "recommender-systems", "awesome", "llm4rec", "llm4rs"], "urls": [], "use_cases": ["find papers on LLM-based recommender systems", "survey how LLMs can improve recommendations", "research LLM4Rec topics for a literature review", "keep up with the latest LLM recommender system research", "learn taxonomy of LLM usage in recommendation pipelines", "find baselines for LLM-enhanced recommendation experiments"], "what_it_is": "A curated awesome-list of papers and resources on applying large language models to recommender systems, accompanying a survey published in ACM TOIS. It organizes research by where the LLM is adapted in the recommendation pipeline and tracks the newest works separately.", "when_to_avoid": ["you need runnable recommender system code", "you want a production recommendation engine", "you need non-LLM classical RecSys resources only"], "when_to_choose": ["starting research on LLMs for recommender systems", "building a related-work section on LLM4Rec", "tracking new papers in this niche"]}, "data_as_of": "2026-08-30T08:39:29.467469+00:00", "members": [{"path": "/products/awesome-llm-for-recsys", "repo": "CHIANGEL/Awesome-LLM-for-RecSys", "role": "main", "score": 57}], "provenance": {"archived": {"kind": "observed", "observed_at": "2026-08-28T04:05:02.148583+00:00", "source": "github"}, "artifact_type": {"confidence": null, "enriched_at": "2026-08-30T04:30:18.741321+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "6ddcc85ea6799dadbcfdc39d09728849dd679666fb8efdbb8f995bd28c6f6d0b", "fetched_at": "2026-08-28T04:05:02.148583+00:00", "kind": "readme", "missing": false, "url": "https://github.com/CHIANGEL/Awesome-LLM-for-RecSys"}], "taxonomy_version": 1}, "description": {"kind": "observed", "observed_at": "2026-08-28T04:05:02.148583+00:00", "source": "github"}, "domain": {"confidence": null, "enriched_at": "2026-08-30T04:30:18.741321+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "6ddcc85ea6799dadbcfdc39d09728849dd679666fb8efdbb8f995bd28c6f6d0b", "fetched_at": "2026-08-28T04:05:02.148583+00:00", "kind": "readme", "missing": false, "url": "https://github.com/CHIANGEL/Awesome-LLM-for-RecSys"}], "taxonomy_version": 1}, "enriched": {"inputs": [], "kind": "computed", "method": "enrichment_status"}, "function": {"confidence": null, "enriched_at": "2026-08-30T04:30:18.741321+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "6ddcc85ea6799dadbcfdc39d09728849dd679666fb8efdbb8f995bd28c6f6d0b", "fetched_at": "2026-08-28T04:05:02.148583+00:00", "kind": "readme", "missing": false, "url": "https://github.com/CHIANGEL/Awesome-LLM-for-RecSys"}], "taxonomy_version": 1}, "health_score": {"inputs": ["days_since_push", "days_since_release", "archived"], "kind": "computed", "method": "health_v1"}, "homepage": {"kind": "observed", "observed_at": "2026-08-28T04:05:02.148583+00:00", "source": "github"}, "language": {"kind": "observed", "observed_at": "2026-08-28T04:05:02.148583+00:00", "source": "github"}, "license": {"kind": "observed", "observed_at": "2026-08-28T04:05:02.148583+00:00", "source": "github"}, "license_family": {"inputs": ["license"], "kind": "computed", "method": "license_family"}, "maturity": {"confidence": null, "enriched_at": "2026-08-30T04:30:18.741321+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "6ddcc85ea6799dadbcfdc39d09728849dd679666fb8efdbb8f995bd28c6f6d0b", "fetched_at": "2026-08-28T04:05:02.148583+00:00", "kind": "readme", "missing": false, "url": "https://github.com/CHIANGEL/Awesome-LLM-for-RecSys"}], "taxonomy_version": 1}, "member_repos": {"kind": "observed", "observed_at": "2026-08-28T04:05:02.148583+00:00", "source": "github"}, "name": {"kind": "observed", "observed_at": "2026-08-28T04:05:02.148583+00:00", "source": "github"}, "platform": {"confidence": null, "enriched_at": "2026-08-30T04:30:18.741321+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "6ddcc85ea6799dadbcfdc39d09728849dd679666fb8efdbb8f995bd28c6f6d0b", "fetched_at": "2026-08-28T04:05:02.148583+00:00", "kind": "readme", "missing": false, "url": "https://github.com/CHIANGEL/Awesome-LLM-for-RecSys"}], "taxonomy_version": 1}, "pushed_at": {"kind": "observed", "observed_at": "2026-08-28T04:05:02.148583+00:00", "source": "github"}, "repo": {"kind": "observed", "observed_at": "2026-08-28T04:05:02.148583+00:00", "source": "github"}, "stars": {"kind": "observed", "observed_at": "2026-08-28T04:05:02.148583+00:00", "source": "github"}, "tags": {"confidence": null, "enriched_at": "2026-08-30T04:30:18.741321+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "6ddcc85ea6799dadbcfdc39d09728849dd679666fb8efdbb8f995bd28c6f6d0b", "fetched_at": "2026-08-28T04:05:02.148583+00:00", "kind": "readme", "missing": false, "url": "https://github.com/CHIANGEL/Awesome-LLM-for-RecSys"}], "taxonomy_version": 1}, "topics": {"kind": "observed", "observed_at": "2026-08-28T04:05:02.148583+00:00", "source": "github"}, "urls": {"kind": "observed", "observed_at": "2026-08-28T04:05:02.148583+00:00", "source": "github"}, "use_cases": {"confidence": null, "enriched_at": "2026-08-30T04:30:18.741321+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "6ddcc85ea6799dadbcfdc39d09728849dd679666fb8efdbb8f995bd28c6f6d0b", "fetched_at": "2026-08-28T04:05:02.148583+00:00", "kind": "readme", "missing": false, "url": "https://github.com/CHIANGEL/Awesome-LLM-for-RecSys"}], "taxonomy_version": 1}, "what_it_is": {"confidence": null, "enriched_at": "2026-08-30T04:30:18.741321+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "6ddcc85ea6799dadbcfdc39d09728849dd679666fb8efdbb8f995bd28c6f6d0b", "fetched_at": "2026-08-28T04:05:02.148583+00:00", "kind": "readme", "missing": false, "url": "https://github.com/CHIANGEL/Awesome-LLM-for-RecSys"}], "taxonomy_version": 1}, "when_to_avoid": {"confidence": null, "enriched_at": "2026-08-30T04:30:18.741321+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "6ddcc85ea6799dadbcfdc39d09728849dd679666fb8efdbb8f995bd28c6f6d0b", "fetched_at": "2026-08-28T04:05:02.148583+00:00", "kind": "readme", "missing": false, "url": "https://github.com/CHIANGEL/Awesome-LLM-for-RecSys"}], "taxonomy_version": 1}, "when_to_choose": {"confidence": null, "enriched_at": "2026-08-30T04:30:18.741321+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "6ddcc85ea6799dadbcfdc39d09728849dd679666fb8efdbb8f995bd28c6f6d0b", "fetched_at": "2026-08-28T04:05:02.148583+00:00", "kind": "readme", "missing": false, "url": "https://github.com/CHIANGEL/Awesome-LLM-for-RecSys"}], "taxonomy_version": 1}}, "score": {"components": {"activity": 62, "longevity": 85, "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": 1200, "days_push": 228, "days_rel": null, "gap_med": null, "n_releases_24m": 0}, "score": 57, "version": 2}, "staleness": {"enrichment_outdated": false, "low_confidence": false, "scrape_days": 9, "stale_scrape": false}}