SOTAVerified

Open-Domain Question Answering

Open-domain question answering is the task of question answering on open-domain datasets such as Wikipedia.

Papers

Showing 301350 of 494 papers

TitleStatusHype
xMoCo: Cross Momentum Contrastive Learning for Open-Domain Question Answering0
Automatic Claim Review for Climate Science via Explanation Generation0
SPLADE: Sparse Lexical and Expansion Model for First Stage RankingCode0
Answer Complex Questions: Path Ranker Is All You NeedCode0
A Knowledge-based Approach for Answering Complex Questions in Persian0
Training Adaptive Computation for Open-Domain Question Answering with Computational ConstraintsCode1
Fine-tune the Entire RAG Architecture (including DPR retriever) for Question-AnsweringCode0
Combining Lexical and Dense Retrieval for Computationally Efficient Multi-hop Question AnsweringCode0
Exploiting Sentence-Level Representations for Passage RankingCode0
End-to-End Training of Multi-Document Reader and Retriever for Open-Domain Question AnsweringCode1
Narrative Question Answering with Cutting-Edge Open-Domain QA Techniques: A Comprehensive StudyCode1
Efficient Passage Retrieval with Hashing for Open-domain Question AnsweringCode1
Are we there yet? Exploring clinical domain knowledge of BERT models0
RECONSIDER: Improved Re-Ranking using Span-Focused Cross-Attention for Open Domain Question Answering0
Geographic Question Answering: Challenges, Uniqueness, Classification, and Future Directions0
UniK-QA: Unified Representations of Structured and Unstructured Knowledge for Open-Domain Question Answering0
Efficient Retrieval Optimized Multi-task Learning0
Contextualized Query Embeddings for Conversational Search0
A Graph-guided Multi-round Retrieval Method for Conversational Open-domain Question Answering0
Designing a Minimal Retrieve-and-Read System for Open-Domain Question AnsweringCode1
A Replication Study of Dense Passage RetrieverCode2
Open Domain Question Answering over Tables via Dense RetrievalCode0
Complementary Evidence Identification in Open-Domain Question Answering0
Hurdles to Progress in Long-form Question AnsweringCode1
Pruning the Index Contents for Memory Efficient Open-Domain QACode1
Less is More: Pre-train a Strong Text Encoder for Dense Retrieval Using a Weak DecoderCode1
Reasoning Over Virtual Knowledge Bases With Open Predicate Relations0
PAQ: 65 Million Probably-Asked Questions and What You Can Do With ThemCode1
Modeling Context in Answer Sentence Selection Systems on a Latency Budget0
What Makes Good In-Context Examples for GPT-3?Code4
SF-QA: Simple and Fair Evaluation Library for Open-domain Question AnsweringCode1
EfficientQA : a RoBERTa Based Phrase-Indexed Question-Answering System0
Retrieving and Reading: A Comprehensive Survey on Open-domain Question Answering0
End-to-End Training of Neural Retrievers for Open-Domain Question AnsweringCode1
UnitedQA: A Hybrid Approach for Open Domain Question Answering0
Multi-task Retrieval for Knowledge-Intensive Tasks0
NeurIPS 2020 EfficientQA Competition: Systems, Analyses and Lessons Learned0
Rider: Reader-Guided Passage Reranking for Open-Domain Question AnsweringCode1
HopRetriever: Retrieve Hops over Wikipedia to Answer Complex Questions0
A Memory Efficient Baseline for Open Domain Question AnsweringCode1
UniK-QA: Unified Representations of Structured and Unstructured Knowledge for Open-Domain Question AnsweringCode1
Learning Dense Representations of Phrases at ScaleCode2
MIX : a Multi-task Learning Approach to Solve Open-Domain Question Answering0
Distilling Knowledge from Reader to Retriever for Question AnsweringCode1
Answering Ambiguous Questions through Generative Evidence Fusion and Round-Trip PredictionCode1
Don't Read Too Much into It: Adaptive Computation for Open-Domain Question Answering0
Don’t Read Too Much Into It: Adaptive Computation for Open-Domain Question Answering0
Open Domain Question Answering based on Text Enhanced Knowledge Graph with Hyperedge Infusion0
Neural Passage Retrieval with Improved Negative Contrast0
Answering Open-Domain Questions of Varying Reasoning Steps from TextCode1
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1somebodyKILT-RL2.62Unverified
2WikipediaKILT-RL2.46Unverified
3arxiv.org/abs/2103.06332KILT-RL2.36Unverified
4BART + DPRKILT-RL1.9Unverified
5RAGKILT-RL1.69Unverified
6Training Set Retrieval (top 1)KILT-RL0Unverified
7T5-baseKILT-RL0Unverified
8Input CopyingKILT-RL0Unverified
9SphereKILT-RL0Unverified
10Random Training Set AnswerKILT-RL0Unverified
#ModelMetricClaimedVerifiedStatus
1Re2GKILT-EM43.56Unverified
2intersectKILT-EM38.78Unverified
3KGI_0KILT-EM36.36Unverified
4WikipediaKILT-EM35.32Unverified
5RAGKILT-EM32.69Unverified
6BERT + DPRKILT-EM31.99Unverified
7BART + DPRKILT-EM30.06Unverified
8Multitask DPR + BARTKILT-EM29.09Unverified
9Multi-task DPRKILT-EM0Unverified
10SphereKILT-EM0Unverified
#ModelMetricClaimedVerifiedStatus
1Re2GKILT-EM57.91Unverified
2intersectKILT-EM50.56Unverified
3WikipediaKILT-EM45.55Unverified
4KGI_0KILT-EM42.85Unverified
5Multitask DPR + BARTKILT-EM42.36Unverified
6RAGKILT-EM38.13Unverified
7BERT + DPRKILT-EM34.48Unverified
8BART + DPRKILT-EM31.4Unverified
9TABiKILT-EM0Unverified
10T5-baseKILT-EM0Unverified
#ModelMetricClaimedVerifiedStatus
1intersectKILT-EM18.06Unverified
2WikipediaKILT-EM11.71Unverified
3Multitask DPR + BARTKILT-EM9.53Unverified
4RAGKILT-EM3.21Unverified
5BART + DPRKILT-EM1.96Unverified
6BERT + DPRKILT-EM0.74Unverified
7SphereKILT-EM0Unverified
8Multi-task DPRKILT-EM0Unverified
9GENREKILT-EM0Unverified
10chriskueiKILT-EM0Unverified
#ModelMetricClaimedVerifiedStatus
1SpanBERTF184.8Unverified
2Cluster-Former (#C=512)EM68Unverified
3Locality-Sensitive HashingEM66Unverified
4Multi-passage BERTEM65.1Unverified
5Sparse AttentionEM64.7Unverified
6DECAPROPEM62.2Unverified
7Bi-Attention + DCU-LSTMN-gram F159.5Unverified
8Denoising QAEM58.8Unverified
9DecaPropEM56.8Unverified
10AMANDAN-gram F156.6Unverified
#ModelMetricClaimedVerifiedStatus
1Fourier TransformerRouge-L26.9Unverified
2QGRouge-L26.4Unverified
3BARTRouge-L24.3Unverified
4E-MCARouge-L24Unverified
5Transformer Multitask + LayerDropRouge-L23.4Unverified
6Multi-InrerleaveRouge-L14.63Unverified
#ModelMetricClaimedVerifiedStatus
1Evidence Aggregation via R^3 Re-RankingEM (Quasar-T)42.3Unverified
2Denoising QAEM (Quasar-T)42.2Unverified
3DecaPropEM (Quasar-T)38.6Unverified
4R^3EM (Quasar-T)35.3Unverified
5GAEM (Quasar-T)26.4Unverified
6BiDAFEM (Quasar-T)25.9Unverified
#ModelMetricClaimedVerifiedStatus
1FiEExact Match58.4Unverified
2R2-D2 HN-DPRExact Match55.9Unverified
3UniK-QAExact Match54.9Unverified
4UnitedQA (Hybrid)Exact Match54.7Unverified
5BPR (linear scan; l=1000)Exact Match41.6Unverified
#ModelMetricClaimedVerifiedStatus
1SPARTAEM59.3Unverified
2Blended RAGEM57.63Unverified
3BERTseriniEM50.2Unverified
4BERTseriniEM38.6Unverified
#ModelMetricClaimedVerifiedStatus
1UniK-QAExact Match57.7Unverified
2FiE+PAQExact Match56.3Unverified
3FiEExact Match52.4Unverified
4EMDR2Exact Match48.7Unverified
#ModelMetricClaimedVerifiedStatus
1DrQAEM70Unverified
2DCNEM66.2Unverified
3MPCMEM65.5Unverified
#ModelMetricClaimedVerifiedStatus
1ERNIE 2.0 LargeEM64.2Unverified
2ERNIE 2.0 BaseEM61.3Unverified
#ModelMetricClaimedVerifiedStatus
1UniK-QAExact Match65.5Unverified
2BPR (linear scan; l=1000)Exact Match56.8Unverified
#ModelMetricClaimedVerifiedStatus
1EMDR2Exact Match52.5Unverified
#ModelMetricClaimedVerifiedStatus
1UnitedQA (Hybrid)Exact Match70.5Unverified