Official code for ACL2025 "🔍 Retrieval Models Aren’t Tool-Savvy: Benchmarking Tool Retrieval for Large Language Models"
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Dec 22, 2025 - JavaScript
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retrieval-evaluation
Here are 49 public repositories matching this topic...
smallevals — CPU-fast, GPU-blazing fast offline retrieval evaluation for RAG systems with tiny QA models.
qa chroma question-generation weaviate qa-generation milvus vector-database qdrant chromadb rag-evaluation tiny-llm retrieval-evaluation offline-evaluation retrieval-metrics
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Dec 4, 2025 - Python
Official codebase for the ACL 2025 Findings paper: Optimized Text Embedding Models and Benchmarks for Amharic Passage Retrieval.
information-retrieval bert bm25 passage-retrieval ndcg text-embedding amharic-corpus mrr roberta amharic-nlp huggingface-transformers colbert multilingual-nlp low-resource-nlp dense-retrieval amharic-language retrieval-evaluation academic-benchmark
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Jul 26, 2025 - Jupyter Notebook
面向扫地机器人售前、售后与使用报告的多工具智能客服 Agent：基于 LangChain/LangGraph、通义千问、Chroma RAG、SQLite 与 Streamlit，集成知识库安全入库、浏览器定位、实时天气、会话用户及设备使用记录查询，并提供可审阅工具追踪、动态 Prompt 与 Recall@K/MRR 检索评测。
sqlite geolocation customer-support rag streamlit vector-database ai-agent open-meteo langchain prompt-injection chromadb qwen langgraph dashscope retrieval-evaluation
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Aug 13, 2026 - Python
Validate TREC qrels and runs in CI; explore a MiniLM browser lab and FAISS + DeBERTa product-search pipeline.
information-retrieval validator e-commerce reproducibility semantic-search reranking trec trec-eval faiss github-actions github-action product-search pyodide neural-search qrels browser-demo transformers-js retrieval-evaluation evaluation-tools amazon-esci
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Jul 29, 2026 - Python
Hybrid RAG (BM25 + NumPy in-memory vector store) with LLM-as-a-Judge response scoring and a retrieval evaluation harness. Built with Gemini 2.5 Flash.
python information-retrieval evaluation gemini bm25 rag streamlit hybrid-search llm llm-as-a-judge retrieval-evaluation
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Aug 20, 2026 - Python
Published PyPI package for ArXiv embedding benchmarks, retrieval evaluation, and scientific RAG experiments.
nlp benchmarking retrieval embeddings arxiv model-evaluation rag pypi-package scientific-ml retrieval-evaluation
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May 22, 2026 - Python
image-reconstruction neuroscience pytorch medical-imaging neuroimaging nsd fmri representation-learning clip uncertainty-estimation probabilistic-modeling multimodal-learning self-supervised-learning brain-decoding contrastive-learning stable-diffusion openclip retrieval-evaluation vision-reconstruction
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Aug 23, 2026 - Python
Open-source retrieval diagnostics toolkit for enterprise RAG pipelines
python open-source information-retrieval retrieval haystack rag vector-search llm langchain llmops llamaindex retrieval-augmented-generation rag-evaluation retrieval-evaluation enterprise-rag rag-diagnostics
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Jul 23, 2026 - Python
RAG retrieval benchmark runner with JSON reports, Pareto plots, and regression gates for retrieval quality changes.
python nlp benchmark information-retrieval embeddings regression-testing bm25 reranking quality-gates rag llm llmops retrieval-augmented-generation retrieval-evaluation retrieval-benchmark
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May 20, 2026 - Python
Bilingual RAG evaluation benchmark for culturally grounded English/Uzbek retrieval
multilingual nlp benchmark information-retrieval evaluation uzbek low-resource-languages rag retrieval-augmented-generation enterprise-ai retrieval-evaluation multilingual-ai corpus-engineering
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Jul 1, 2026 - Python
Local-first YouTube transcript retrieval lab comparing E5 + FAISS, Japanese BM25, hybrid, and agentic search with timestamped evidence and evaluation.
python information-retrieval semantic-search bm25 faiss youtube-transcripts multilingual-nlp hybrid-search cross-encoder agentic-search retrieval-evaluation
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Aug 22, 2026 - Python
Local-first memory infrastructure for coding workflows: deterministic retrieval, explainable traces, MCP/REST/SDK interfaces, and standalone browser-first operation.
python knowledge-graph python-sdk observability codex rag local-first standalone-app hybrid-search local-ai ollama ai-memory gemini-cli mcp-server agent-memory claude-code retrieval-evaluation context-engineering mcp-memory memory-infrastructure
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Aug 24, 2026 - Python
Deterministic RAG evaluation toolkit -- retrieval metrics (recall, precision, MRR), corpus overlap detection, and CI regression gating without model calls.
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May 26, 2026 - Python
A minimal RAG pipeline with a labelled retrieval eval set, testing whether query rewriting and routing actually improve retrieval. They didn't.
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Aug 24, 2026 - Jupyter Notebook
A controlled experiment evaluating whether hybrid (dense + sparse) retrieval surfaces evidence that dense-only RAG systems misrank—without changing generation behavior.
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Jan 23, 2026 - Python
A day-by-day hands-on journey into LLM application engineering, covering LLM APIs, prompt engineering, structured outputs, RAG, embeddings, vector databases, evaluation, agents, and production-ready AI systems.
embeddings openai chunking agents fastapi prompt-engineering langchain pgvector llm-api tool-calling langraph retrieval-evaluation retrieval-augmented-generation-rag pydantic-and-structured-outputs retrival-and-evalution production-llm-systems
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Aug 18, 2026 - Python
A systems-level analysis of static RAG pipelines, isolating ingestion, retrieval, and ranking boundaries to expose structural failure modes before generation.
information-retrieval evaluation ranking chunking system-design rag ai-systems failure-modes hybrid-retrieval retrieval-augmented-generation retrieval-evaluation llm-systems
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Jan 24, 2026
RAG chatbot over the WHO/PPRI pharmaceutical glossary - Gemini/Ollama behind a factory, ChromaDB, Streamlit; evaluated with hit@k vs a BM25 baseline, RAGAS, and refusal checks
chatbot gemini rag streamlit sentence-transformers pharmaceutical llm chromadb retrieval-augmented-generation ollama retrieval-evaluation
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Jul 30, 2026 - Python
Active web-search RAG workbench with provider routing, source extraction, citation verification, and extractive fallback.
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Aug 1, 2026 - Python
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