SOTAVerified

Passage Re-Ranking

Passage re-ranking is the task of scoring and re-ranking a collection of retrieved documents based on an input query.

Papers

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Showing 1–10 of 32 papers

TitleStatusHype
Document Expansion by Query PredictionCode2
Adapting Language Models to Compress ContextsCode2
HLATR: Enhance Multi-stage Text Retrieval with Hybrid List Aware Transformer RerankingCode1
Mitigating the Position Bias of Transformer Models in Passage Re-RankingCode1
Rank-DistiLLM: Closing the Effectiveness Gap Between Cross-Encoders and LLMs for Passage Re-RankingCode1
Dealing with Typos for BERT-based Passage Retrieval and RankingCode1
Fast Passage Re-ranking with Contextualized Exact Term Matching and Efficient Passage ExpansionCode1
Multi-Granularity Guided Fusion-in-DecoderCode1
Few-shot Reranking for Multi-hop QA via Language Model PromptingCode1
Passage Re-ranking with BERTCode1
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All datasetsMS MARCOTREC-PM

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1HLATRMRR0.42—Unverified
2BERT + Doc2queryMRR0.37—Unverified
3BERT + Small TrainingMRR0.36—Unverified
4Duet v2MRR0.25—Unverified
#ModelMetricClaimedVerifiedStatus
1BERT + Doc2querymAP36.5—Unverified