Изменения уровней зрелости технологий RAG ru https://ragworld.org/changes Mon, 24 Aug 2026 00:00:00 +0000 Собрано 27 свидетельств: 22 о публикациях, 5 о репозиториях. Сейчас в реестре 69 записей. Уровень L0 у 6 записей, L1 у 24, L2 у 32, L3 у 3, L4 у 1, L5 у 1. У 2 записей уровень не вычислен, потому что свидетельств пока нет. https://ragworld.org/digest Mon, 24 Aug 2026 00:00:00 +0000 digest-2026-08-24 Собрано 26 свидетельств: 16 о публикациях, 8 о загрузках пакетов, 2 о репозиториях. Сейчас в реестре 69 записей. Уровень L0 у 6 записей, L1 у 24, L2 у 32, L3 у 3, L4 у 1, L5 у 1. У 2 записей уровень не вычислен, потому что свидетельств пока нет. https://ragworld.org/digest Mon, 17 Aug 2026 00:00:00 +0000 digest-2026-08-17 Впервые получили уровень 8 записей: LAMAR, RARG, UEmbed, PixelRAG, RAG-Anything, CBR-RAG, ROZA Graphs, Standard HybridRAG. Поднялись в уровне BM25 Sparse с L0 до L2. Собрано 56 свидетельств: 42 о публикациях, 7 о загрузках пакетов, 5 о репозиториях, 2 о промышленном применении. Сейчас в реестре 69 записей. Уровень L0 у 6 записей, L1 у 24, L2 у 32, L3 у 3, L4 у 1, L5 у 1. У 2 записей уровень не вычислен, потому что свидетельств пока нет. https://ragworld.org/digest Fri, 14 Aug 2026 00:00:00 +0000 digest-2026-08-14 Впервые получили уровень 11 записей: Auto-RAG, DSPy, GNN-RAG, GraphReader, KAG, Poison-RAG, RA-ISF, REPLUG и ещё 3 записи. Поднялись в уровне ColPali с L1 до L2, RAG as Memory с L1 до L2, Speculative RAG с L1 до L2. Собрано 54 свидетельства: 36 о публикациях, 13 о загрузках пакетов, 5 о репозиториях. Сейчас в реестре 62 записи. Уровень L0 у 7 записей, L1 у 18, L2 у 29, L3 у 3, L4 у 1, L5 у 1. У 3 записей уровень не вычислен, потому что свидетельств пока нет. https://ragworld.org/digest Wed, 12 Aug 2026 00:00:00 +0000 digest-2026-08-12 Поднялись в уровне HippoRAG с L0 до L4, Dense X с L1 до L2, Edge and On-Device RAG с L0 до L1. Собрано 45 свидетельств: 35 о публикациях, 7 о загрузках пакетов, 3 о репозиториях. Сейчас в реестре 53 записи. Уровень L0 у 7 записей, L1 у 17, L2 у 19, L3 у 3, L4 у 1, L5 у 1. У 5 записей уровень не вычислен, потому что свидетельств пока нет. https://ragworld.org/digest Mon, 10 Aug 2026 00:00:00 +0000 digest-2026-08-10 Впервые получили уровень Adaptive RAG, ArchRAG, CRAG, CausalRAG, ChatQA, ColBERT, ColPali, Dense X и ещё 40 записей — 48 записей. Поднялись в уровне: Adaptive RAG (L1 → L2), ArchRAG (L1 → L2), CausalRAG (L0 → L3), ChatQA (L1 → L2), Federated RAG (L0 → L3), FLARE (L1 → L2), HyDE (L1 → L2), IRCoT (L1 → L2) и ещё 11 записей. Добавлено 92 свидетельства (публикации — 65, репозитории — 11, загрузки пакетов — 7, присутствие во фреймворках — 5, промышленное применение — 4). Сейчас в реестре 54 записи: L0 — 9, L1 — 17, L2 — 18, L3 — 3, L5 — 1; у 6 записей уровень не вычислен — свидетельств пока нет. https://ragworld.org/digest Sun, 09 Aug 2026 00:00:00 +0000 digest-2026-08-09 industrial_use https://opensearch.org/docs/latest/vector-search/ai-search/hybrid-search/, industrial_use https://qdrant.tech/documentation/concepts/hybrid-queries/ https://ragworld.org/tech/standard_hybridrag Fri, 14 Aug 2026 00:00:00 +0000 standard_hybridrag-2026-08-14-L2 framework_presence https://api.github.com/repos/langchain-ai/langchain, publication https://openalex.org/W4252076394 https://ragworld.org/tech/bm25_sparse Fri, 14 Aug 2026 00:00:00 +0000 bm25_sparse-2026-08-14-L2 publication https://arxiv.org/abs/2606.28344, publication https://openalex.org/W7166706851 https://ragworld.org/tech/pixelrag Thu, 13 Aug 2026 00:00:00 +0000 pixelrag-2026-08-13-L1 publication https://arxiv.org/abs/2510.12323, publication https://openalex.org/W4415270293, repository https://github.com/HKUDS/RAG-Anything https://ragworld.org/tech/rag_anything Thu, 13 Aug 2026 00:00:00 +0000 rag_anything-2026-08-13-L1 publication https://arxiv.org/abs/2404.04302, publication https://openalex.org/W4399932275 https://ragworld.org/tech/cbr_rag Thu, 13 Aug 2026 00:00:00 +0000 cbr_rag-2026-08-13-L2 publication https://arxiv.org/abs/2604.07595, publication https://openalex.org/W7154505616 https://ragworld.org/tech/roza_graphs Thu, 13 Aug 2026 00:00:00 +0000 roza_graphs-2026-08-13-L1 publication https://arxiv.org/abs/2407.01449, publication https://openalex.org/W4400373146, publication https://paperswithcode.co/api/v1/papers/2407.01449 https://ragworld.org/tech/colpali Wed, 12 Aug 2026 00:00:00 +0000 colpali-2026-08-12-L2 publication https://paperswithcode.co/api/v1/papers/2004.04906 https://ragworld.org/tech/naive_dense Wed, 12 Aug 2026 00:00:00 +0000 naive_dense-2026-08-12-L2 publication https://openalex.org/W4407831980, publication https://openalex.org/W7135244490, publication https://arxiv.org/abs/2502.14802, publication https://arxiv.org/abs/2603.11768, publication https://paperswithcode.co/api/v1/papers/2502.14802 https://ragworld.org/tech/rag_as_memory Wed, 12 Aug 2026 00:00:00 +0000 rag_as_memory-2026-08-12-L2 publication https://openalex.org/W4400611538, publication https://arxiv.org/abs/2407.08223, publication https://paperswithcode.co/api/v1/papers/2407.08223 https://ragworld.org/tech/speculative_rag Wed, 12 Aug 2026 00:00:00 +0000 speculative_rag-2026-08-12-L2 publication https://arxiv.org/abs/2607.22042, publication https://openalex.org/W7171352433 https://ragworld.org/tech/lamar Wed, 12 Aug 2026 00:00:00 +0000 lamar-2026-08-12-L1 publication https://arxiv.org/abs/2607.24223, publication https://openalex.org/W7171505919, repository https://github.com/LeqsNaN/RARG https://ragworld.org/tech/rarg Wed, 12 Aug 2026 00:00:00 +0000 rarg-2026-08-12-L1 publication https://arxiv.org/abs/2608.02583, publication https://openalex.org/W7172392400 https://ragworld.org/tech/uembed Wed, 12 Aug 2026 00:00:00 +0000 uembed-2026-08-12-L1 publication https://arxiv.org/abs/2411.19443, publication https://openalex.org/W4405030361 https://ragworld.org/tech/auto_rag Mon, 10 Aug 2026 00:00:00 +0000 auto_rag-2026-08-10-L1 publication https://arxiv.org/abs/2310.03714, publication https://openalex.org/W4387430850 https://ragworld.org/tech/dspy Mon, 10 Aug 2026 00:00:00 +0000 dspy-2026-08-10-L1 publication https://arxiv.org/abs/2405.20139, publication https://openalex.org/W4399253046 https://ragworld.org/tech/gnn_rag Mon, 10 Aug 2026 00:00:00 +0000 gnn_rag-2026-08-10-L1 publication https://arxiv.org/abs/2406.14550, publication https://openalex.org/W4404781346 https://ragworld.org/tech/graphreader Mon, 10 Aug 2026 00:00:00 +0000 graphreader-2026-08-10-L2 publication https://arxiv.org/abs/2409.13731, publication https://openalex.org/W4410636953 https://ragworld.org/tech/kag Mon, 10 Aug 2026 00:00:00 +0000 kag-2026-08-10-L2 publication https://arxiv.org/abs/2501.11759, publication https://openalex.org/W4409166754 https://ragworld.org/tech/poison_rag Mon, 10 Aug 2026 00:00:00 +0000 poison_rag-2026-08-10-L2 publication https://arxiv.org/abs/2403.06840, publication https://openalex.org/W4402670862 https://ragworld.org/tech/ra_isf Mon, 10 Aug 2026 00:00:00 +0000 ra_isf-2026-08-10-L2 publication https://arxiv.org/abs/2301.12652, publication https://openalex.org/W4401042773 https://ragworld.org/tech/replug Mon, 10 Aug 2026 00:00:00 +0000 replug-2026-08-10-L2 publication https://arxiv.org/abs/2410.17952, publication https://openalex.org/W4411119264 https://ragworld.org/tech/simrag Mon, 10 Aug 2026 00:00:00 +0000 simrag-2026-08-10-L2 publication https://arxiv.org/abs/2307.07697, publication https://openalex.org/W4384643740 https://ragworld.org/tech/think_on_graph Mon, 10 Aug 2026 00:00:00 +0000 think_on_graph-2026-08-10-L1 repository https://github.com/OSU-NLP-Group/HippoRAG, package_downloads https://pypi.org/project/hipporag/, publication https://arxiv.org/abs/2405.14831, publication https://openalex.org/W4415797504, package_downloads https://pypi.org/project/hipporag/ https://ragworld.org/tech/hipporag Sun, 09 Aug 2026 00:00:00 +0000 hipporag-2026-08-09-L4 publication https://arxiv.org/abs/2312.06648, publication https://openalex.org/W4389713732, publication https://openalex.org/W4404783040 https://ragworld.org/tech/dense_x_retrieval Sun, 09 Aug 2026 00:00:00 +0000 dense_x_retrieval-2026-08-09-L2 publication https://openalex.org/W7129328134, publication https://arxiv.org/abs/2602.13229 https://ragworld.org/tech/edge Sun, 09 Aug 2026 00:00:00 +0000 edge-2026-08-09-L1 publication https://arxiv.org/abs/2403.14403 https://ragworld.org/tech/adaptive_rag Sat, 08 Aug 2026 00:00:00 +0000 adaptive_rag-2026-08-08-L1 publication https://arxiv.org/abs/2502.09891 https://ragworld.org/tech/archrag Sat, 08 Aug 2026 00:00:00 +0000 archrag-2026-08-08-L1 publication https://arxiv.org/abs/2401.15884 https://ragworld.org/tech/crag Sat, 08 Aug 2026 00:00:00 +0000 crag-2026-08-08-L1 repository https://github.com/hippoley/CausalRAG https://ragworld.org/tech/causalrag Sat, 08 Aug 2026 00:00:00 +0000 causalrag-2026-08-08-L0 publication https://arxiv.org/abs/2401.10225 https://ragworld.org/tech/chatqa Sat, 08 Aug 2026 00:00:00 +0000 chatqa-2026-08-08-L1 publication https://arxiv.org/abs/2004.12832 https://ragworld.org/tech/colbert Sat, 08 Aug 2026 00:00:00 +0000 colbert-2026-08-08-L1 publication https://arxiv.org/abs/2407.01449 https://ragworld.org/tech/colpali Sat, 08 Aug 2026 00:00:00 +0000 colpali-2026-08-08-L1 publication https://arxiv.org/abs/2312.06648 https://ragworld.org/tech/dense_x_retrieval Sat, 08 Aug 2026 00:00:00 +0000 dense_x_retrieval-2026-08-08-L1 publication https://arxiv.org/abs/2412.21023 https://ragworld.org/tech/edgerag Sat, 08 Aug 2026 00:00:00 +0000 edgerag-2026-08-08-L1 publication https://arxiv.org/abs/2305.06983 https://ragworld.org/tech/flare Sat, 08 Aug 2026 00:00:00 +0000 flare-2026-08-08-L1 repository https://github.com/DocAILab/FedE4RAG https://ragworld.org/tech/federated_rag Sat, 08 Aug 2026 00:00:00 +0000 federated_rag-2026-08-08-L0 repository https://github.com/OSU-NLP-Group/HippoRAG https://ragworld.org/tech/hipporag Sat, 08 Aug 2026 00:00:00 +0000 hipporag-2026-08-08-L0 publication https://arxiv.org/abs/2212.10496 https://ragworld.org/tech/hyde Sat, 08 Aug 2026 00:00:00 +0000 hyde-2026-08-08-L1 publication https://arxiv.org/abs/2212.10509 https://ragworld.org/tech/ircot Sat, 08 Aug 2026 00:00:00 +0000 ircot-2026-08-08-L1 publication https://arxiv.org/abs/2409.19773 https://ragworld.org/tech/late_chunking Sat, 08 Aug 2026 00:00:00 +0000 late_chunking-2026-08-08-L1 repository https://github.com/HKUDS/LightRAG https://ragworld.org/tech/lightrag Sat, 08 Aug 2026 00:00:00 +0000 lightrag-2026-08-08-L0 repository https://github.com/qhjqhj00/MemoRAG https://ragworld.org/tech/memorag Sat, 08 Aug 2026 00:00:00 +0000 memorag-2026-08-08-L0 repository https://github.com/microsoft/graphrag https://ragworld.org/tech/msft_graphrag Sat, 08 Aug 2026 00:00:00 +0000 msft_graphrag-2026-08-08-L0 publication https://arxiv.org/abs/2210.02928 https://ragworld.org/tech/murag Sat, 08 Aug 2026 00:00:00 +0000 murag-2026-08-08-L1 publication https://arxiv.org/abs/2412.15235 https://ragworld.org/tech/og_rag Sat, 08 Aug 2026 00:00:00 +0000 og_rag-2026-08-08-L1 publication https://arxiv.org/abs/2502.14902 https://ragworld.org/tech/pathrag Sat, 08 Aug 2026 00:00:00 +0000 pathrag-2026-08-08-L1 publication https://arxiv.org/abs/2402.07867 https://ragworld.org/tech/poisonedrag Sat, 08 Aug 2026 00:00:00 +0000 poisonedrag-2026-08-08-L1 publication https://arxiv.org/abs/2310.01352 https://ragworld.org/tech/ra_dit Sat, 08 Aug 2026 00:00:00 +0000 ra_dit-2026-08-08-L1 repository https://github.com/DavidZWZ/Awesome-RAG-Reasoning https://ragworld.org/tech/test_time Sat, 08 Aug 2026 00:00:00 +0000 test_time-2026-08-08-L0