Add TAS-B, UniCOIL, SPLADE-v2, API embedding retrievers, PRP, TART, RankGemma, RankMistral#115
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…/rerankers roadmap Agent-Logs-Url: https://github.com/DataScienceUIBK/Rankify/sessions/2a8813be-c44c-4f3d-87d5-e22f3fea09e8 Co-authored-by: abdoelsayed2016 <27821589+abdoelsayed2016@users.noreply.github.com>
Agent-Logs-Url: https://github.com/DataScienceUIBK/Rankify/sessions/d738b02a-0683-4ab7-b0d2-6a6fce5ad791 Co-authored-by: abdoelsayed2016 <27821589+abdoelsayed2016@users.noreply.github.com>
…ankGemma, RankMistral New retrievers: - TAS-B: CLS-token DistilBERT dense retriever added to DiverDenseRetriever - UniCOILRetriever: Pyserini LuceneImpactSearcher with UniCoilQueryEncoder - SpladeV2Retriever: Pyserini LuceneImpactSearcher with SpladeQueryEncoder - APIEmbeddingRetriever: OpenAI/Cohere/Voyage AI embedding + FAISS index New rerankers: - PRPReranker: Pairwise Ranking Prompting (allpairs + bubblesort modes) - TARTReranker: Task-Aware Reranker with Instructions (cross-encoder) - RankGemmaReranker: Gemma-based listwise reranker wrapping RankGPT - RankMistralReranker: Mistral-based listwise reranker wrapping RankGPT Registration: - retriever.py METHOD_MAP + NO_INDEX_METHODS updated - pre_defined_methods.py METHOD_MAP updated - pre_defind_models.py HF_PRE_DEFIND_MODELS updated with aliases - README.md roadmap and examples updated Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com> Co-authored-by: abdoelsayed2016 <27821589+abdoelsayed2016@users.noreply.github.com>
- prp_reranker.py: Correct docstring to say O(N²) for bubblesort mode - api_embedding_retriever.py: Add tqdm progress bar to _embed_openai Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com> Co-authored-by: abdoelsayed2016 <27821589+abdoelsayed2016@users.noreply.github.com>
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abdoelsayed2016
April 23, 2026 21:41
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Apr 23, 2026
… rerankers; fix normalise→normalize Agent-Logs-Url: https://github.com/DataScienceUIBK/Rankify/sessions/d5fac32f-63aa-46ab-b185-14a80881155f Co-authored-by: abdoelsayed2016 <27821589+abdoelsayed2016@users.noreply.github.com>
abdoelsayed2016
approved these changes
Apr 23, 2026
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castorini/monoelectra-basepointwise ELECTRA cross-encoder<think>/<answer>format)METHOD_MAPandHF_PRE_DEFIND_MODELSNot implementable (no public code found):