Query Expension for Better Query Embedding using LLMs
-
Updated
Feb 18, 2025 - Python
#
beir
Here are 23 public repositories matching this topic...
Code and models for the paper "Questions Are All You Need to Train a Dense Passage Retriever (TACL 2023)"
-
Updated
Dec 27, 2022 - Python
SPRINT Toolkit helps you evaluate diverse neural sparse models easily using a single click on any IR dataset.
-
Updated
Jul 25, 2023 - Python
Evaluation of BEIR Datasets using ColBERT retrieval model
-
Updated
Mar 4, 2022 - Python
LoRA fine-tuning of bi-encoder retrievers with hard negatives and cross-encoder distillation, evaluated on NFCorpus.
nlp machine-learning information-retrieval deep-learning transformers pytorch lora sentence-embeddings peft rag contrastive-learning bi-encoder dense-retrieval nfcorpus beir biomedical-nlp franciszekparma
-
Updated
Jun 26, 2026 - Python
A genral RAG Search chatbot, with SoTA RAG techniques such as HyDE, Hybrid retrieval with BM25 + RRF and Cross encoder reranking. Evaluated on the BEIR scifact dataset and compared all the different pipelines i tried along the way
-
Updated
Aug 23, 2025 - Python
Retrieval benchmark that runs in CI without an API key: 4 strategies over BEIR corpora, scored with IR metrics, bootstrap intervals and paired significance tests
benchmark information-retrieval reproducible-research evaluation bm25 rag sentence-transformers beir
-
Updated
Aug 2, 2026 - Python
Research-grade hybrid retrieval API — BM25 + FAISS + CDF calibration + entropy-weighted fusion + cross-encoder reranking. Benchmarked on BEIR SciFact with bootstrap significance tests.
python nlp information-retrieval semantic-search bm25 faiss fastapi sentence-transformers hybrid-search beir
-
Updated
Jun 11, 2026 - Python
SERA-VQ: Discrete codes for extreme embedding compression — outperforms PCA+int8 at low memory budgets on BEIR/SciFact
nlp machine-learning information-retrieval compression deep-learning retrieval embeddings nearest-neighbor-search pca quantization semantic-search similarity-search vector-quantization sentence-embeddings rag vector-search text-embeddings sentence-transformers beir residual-vector-quantization
-
Updated
May 2, 2026 - Python
端到端 Hybrid RAG 系统 (BEIR/SciFact)：BM25 + Dense + Weighted Fusion + RAGAS 评估 + LLM-as-judge 稳定性研究
nlp information-retrieval bm25 faiss rag streamlit sentence-transformers hybrid-search dense-retrieval beir retrieval-augmented-generation llm-evaluation
-
Updated
Jun 1, 2026 - Python
Dense retrieval + cross-encoder reranking pipeline benchmarked on BEIR datasets (NDCG, Recall@K, MRR)
-
Updated
Apr 29, 2026 - Python
A RAG system that replaces standard BM25/FAISS retrieval with a fully learned neural retrieval stack - including a fine-tuned bi-encoder, a cross-encoder reranker, ColBERT-style late interaction scoring, and a locally hosted LLM generator. Built entirely with free and open-source tools.
nlp tensorflow pytorch machinelearning informationretrieval faiss semanticsearch rag mlops mlflow fastapi colbert crossencoder beir llm ollama llmengineering neuralretrieval
-
Updated
Apr 3, 2026 - Python
Is a ternary (2/9)-sigma zero band worth its keep for compressed retrieval? 9 preregistered experiments, honest negatives included.
-
Updated
Jul 6, 2026 - Python
Cross-Family LLM-Judge Agreement for Institutional RAG: 5 families, 9 judges. Validated on TREC RAG 2024 (kappa=0.4941) + BEIR scifact.
information-retrieval cohens-kappa inter-rater-agreement beir retrieval-augmented-generation llm-as-judge meta-evaluation trec-rag institutional-search
-
Updated
May 17, 2026 - Python
CPU-only retrieval benchmark comparing BM25, dense embeddings, RRF hybrid, and cross-encoder reranking on a video-game corpus -- with blind graded relevance judgments and a quality-vs-cost Pareto analysis.
python benchmark information-retrieval cpu evaluation semantic-search bm25 ndcg reranking sentence-transformers pareto-analysis hybrid-search cross-encoder dense-retrieval beir reciprocal-rank-fusion
-
Updated
Jul 7, 2026 - Python
Official implementation of Density2R, an efficient zero-shot document re-ranking method for RAG, information retrieval, and LLM-based reranking.
information-retrieval reranking reranker rag msmarco document-ranking document-reranking beir large-language-models llm retrieval-augmented-generation zero-shot-reranking efficient-reranking
-
Updated
May 9, 2026 - Python
Scripts to convert the LegalBench-RAG dataset into the standard IR format
-
Updated
May 31, 2025 - Python
Corpus-level evaluation of diversity-aware retrieval for RAG on BEIR HotpotQA using BM25, DPR, Contriever, ColBERTv2, MMR, clustering, and DPP.
python information-retrieval research mmr dpp dpr rag hotpotqa colbert beir retrieval-augmented-generation contriever diversity-aware-retrieval
-
Updated
Jul 18, 2026 - Python
RAG pipeline with a reproducible eval harness: hybrid retrieval, reranking, hallucination metrics, and CI regression gates on retrieval quality
-
Updated
Jul 25, 2026 - Python
Comparative study of transformer and non-transformer encoder architectures for dense retrieval — mapping the latency × accuracy Pareto frontier on BEIR. Solo research, PES University CSE 2026.
benchmarking information-retrieval research transformers pytorch ssm mamba sentence-transformers dense-retrieval beir pareto-frontier msr-research
-
Updated
Apr 22, 2026 - Python
Improve this page
Add a description, image, and links to the beir topic page so that developers can more easily learn about it.
Add this topic to your repo
To associate your repository with the beir topic, visit your repo's landing page and select "manage topics."