{"adoption": {"forks": 47, "observed_at": "2026-08-28T04:03:19.633516+00:00", "stars": 1038}, "canonical_url": "https://ross.abutalabs.com/products/awesome-mllm-hallucination", "card": {"archived": false, "artifact_type": "learning-resource", "description": "📖 A curated list of resources dedicated to hallucination of multimodal large language models (MLLM).", "domain": ["large-language-models", "artificial-intelligence", "computer-vision", "tutorials"], "enriched": true, "function": ["documentation"], "health_score": 46, "homepage": null, "language": null, "license": null, "license_family": "other", "maturity": "active", "member_repos": ["showlab/Awesome-MLLM-Hallucination"], "name": "showlab/Awesome-MLLM-Hallucination", "platform": [], "pushed_at": "2025-09-27T11:45:33+00:00", "repo": "showlab/Awesome-MLLM-Hallucination", "stars": 1038, "tags": ["awesome-list", "mllm", "hallucination", "survey", "research-papers", "vision-language-models", "natural-language-processing", "web-server"], "topics": [], "urls": [], "use_cases": ["find papers on multimodal LLM hallucination", "research hallucination mitigation methods for vision-language models", "find hallucination benchmarks for MLLMs", "survey contrastive decoding and RL-based hallucination fixes", "get started researching MLLM reliability", "track latest 2024-2025 hallucination research"], "what_it_is": "A curated awesome-list of papers, benchmarks, and code on hallucination in multimodal large language models (MLLM/LVLM), organized into evaluation/analysis and mitigation categories. It accompanies a comprehensive survey paper and is actively updated via community pull requests.", "when_to_avoid": ["you need runnable software or a library rather than a reading list", "you need hallucination resources for text-only LLMs", "you need a maintained tool with a license and releases"], "when_to_choose": ["you need a literature map of MLLM hallucination evaluation and mitigation", "you are writing a paper or survey on vision-language model reliability", "you want curated links to benchmarks and code"]}, "data_as_of": "2026-08-30T08:39:29.467469+00:00", "members": [{"path": "/products/awesome-mllm-hallucination", "repo": "showlab/Awesome-MLLM-Hallucination", "role": "main", "score": 46}], "provenance": {"archived": {"kind": "observed", "observed_at": "2026-08-28T04:03:19.633516+00:00", "source": "github"}, "artifact_type": {"confidence": null, "enriched_at": "2026-08-30T07:04:18.837698+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "2fac4d2c51bcdfce9d7bb732548a05497fe931cf1a2264a39985b56eed30fa37", "fetched_at": "2026-08-28T04:03:19.633516+00:00", "kind": "readme", "missing": false, "url": "https://github.com/showlab/Awesome-MLLM-Hallucination"}], "taxonomy_version": 1}, "description": {"kind": "observed", "observed_at": "2026-08-28T04:03:19.633516+00:00", "source": "github"}, "domain": {"confidence": null, "enriched_at": "2026-08-30T07:04:18.837698+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "2fac4d2c51bcdfce9d7bb732548a05497fe931cf1a2264a39985b56eed30fa37", "fetched_at": "2026-08-28T04:03:19.633516+00:00", "kind": "readme", "missing": false, "url": "https://github.com/showlab/Awesome-MLLM-Hallucination"}], "taxonomy_version": 1}, "enriched": {"inputs": [], "kind": "computed", "method": "enrichment_status"}, "function": {"confidence": null, "enriched_at": "2026-08-30T07:04:18.837698+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "2fac4d2c51bcdfce9d7bb732548a05497fe931cf1a2264a39985b56eed30fa37", "fetched_at": "2026-08-28T04:03:19.633516+00:00", "kind": "readme", "missing": false, "url": "https://github.com/showlab/Awesome-MLLM-Hallucination"}], "taxonomy_version": 1}, "health_score": {"inputs": ["days_since_push", "days_since_release", "archived"], "kind": "computed", "method": "health_v1"}, "homepage": {"kind": "observed", "observed_at": "2026-08-28T04:03:19.633516+00:00", "source": "github"}, "language": {"kind": "observed", "observed_at": "2026-08-28T04:03:19.633516+00:00", "source": "github"}, "license": {"kind": "observed", "observed_at": "2026-08-28T04:03:19.633516+00:00", "source": "github"}, "license_family": {"inputs": ["license"], "kind": "computed", "method": "license_family"}, "maturity": {"confidence": null, "enriched_at": "2026-08-30T07:04:18.837698+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "2fac4d2c51bcdfce9d7bb732548a05497fe931cf1a2264a39985b56eed30fa37", "fetched_at": "2026-08-28T04:03:19.633516+00:00", "kind": "readme", "missing": false, "url": "https://github.com/showlab/Awesome-MLLM-Hallucination"}], "taxonomy_version": 1}, "member_repos": {"kind": "observed", "observed_at": "2026-08-28T04:03:19.633516+00:00", "source": "github"}, "name": {"kind": "observed", "observed_at": "2026-08-28T04:03:19.633516+00:00", "source": "github"}, "platform": {"confidence": null, "enriched_at": "2026-08-30T07:04:18.837698+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "2fac4d2c51bcdfce9d7bb732548a05497fe931cf1a2264a39985b56eed30fa37", "fetched_at": "2026-08-28T04:03:19.633516+00:00", "kind": "readme", "missing": false, "url": "https://github.com/showlab/Awesome-MLLM-Hallucination"}], "taxonomy_version": 1}, "pushed_at": {"kind": "observed", "observed_at": "2026-08-28T04:03:19.633516+00:00", "source": "github"}, "repo": {"kind": "observed", "observed_at": "2026-08-28T04:03:19.633516+00:00", "source": "github"}, "stars": {"kind": "observed", "observed_at": "2026-08-28T04:03:19.633516+00:00", "source": "github"}, "tags": {"confidence": null, "enriched_at": "2026-08-30T07:04:18.837698+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "2fac4d2c51bcdfce9d7bb732548a05497fe931cf1a2264a39985b56eed30fa37", "fetched_at": "2026-08-28T04:03:19.633516+00:00", "kind": "readme", "missing": false, "url": "https://github.com/showlab/Awesome-MLLM-Hallucination"}], "taxonomy_version": 1}, "topics": {"kind": "observed", "observed_at": "2026-08-28T04:03:19.633516+00:00", "source": "github"}, "urls": {"kind": "observed", "observed_at": "2026-08-28T04:03:19.633516+00:00", "source": "github"}, "use_cases": {"confidence": null, "enriched_at": "2026-08-30T07:04:18.837698+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "2fac4d2c51bcdfce9d7bb732548a05497fe931cf1a2264a39985b56eed30fa37", "fetched_at": "2026-08-28T04:03:19.633516+00:00", "kind": "readme", "missing": false, "url": "https://github.com/showlab/Awesome-MLLM-Hallucination"}], "taxonomy_version": 1}, "what_it_is": {"confidence": null, "enriched_at": "2026-08-30T07:04:18.837698+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "2fac4d2c51bcdfce9d7bb732548a05497fe931cf1a2264a39985b56eed30fa37", "fetched_at": "2026-08-28T04:03:19.633516+00:00", "kind": "readme", "missing": false, "url": "https://github.com/showlab/Awesome-MLLM-Hallucination"}], "taxonomy_version": 1}, "when_to_avoid": {"confidence": null, "enriched_at": "2026-08-30T07:04:18.837698+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "2fac4d2c51bcdfce9d7bb732548a05497fe931cf1a2264a39985b56eed30fa37", "fetched_at": "2026-08-28T04:03:19.633516+00:00", "kind": "readme", "missing": false, "url": "https://github.com/showlab/Awesome-MLLM-Hallucination"}], "taxonomy_version": 1}, "when_to_choose": {"confidence": null, "enriched_at": "2026-08-30T07:04:18.837698+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "2fac4d2c51bcdfce9d7bb732548a05497fe931cf1a2264a39985b56eed30fa37", "fetched_at": "2026-08-28T04:03:19.633516+00:00", "kind": "readme", "missing": false, "url": "https://github.com/showlab/Awesome-MLLM-Hallucination"}], "taxonomy_version": 1}}, "score": {"components": {"activity": 44, "longevity": 71, "rhythm": 35}, "computed_at": "2026-09-02T17:46:02.011165+00:00", "flags": ["no_releases", "no_license"], "formula": "round(0.45*activity + 0.35*rhythm + 0.20*longevity); archived -> min(score, 10)", "inputs": {"age_days": 997, "days_push": 340, "days_rel": null, "gap_med": null, "n_releases_24m": 0}, "score": 46, "version": 2}, "staleness": {"enrichment_outdated": false, "low_confidence": false, "scrape_days": 9, "stale_scrape": false}}