SOTAVerified

Open-Domain Question Answering

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

Papers

Showing 51100 of 494 papers

TitleStatusHype
Latent Retrieval for Weakly Supervised Open Domain Question AnsweringCode1
Leveraging Passage Retrieval with Generative Models for Open Domain Question AnsweringCode1
Merging Generated and Retrieved Knowledge for Open-Domain QACode1
Autoregressive Entity RetrievalCode1
MoqaGPT : Zero-Shot Multi-modal Open-domain Question Answering with Large Language ModelCode1
Multi-Granularity Guided Fusion-in-DecoderCode1
BART: Denoising Sequence-to-Sequence Pre-training for Natural Language Generation, Translation, and ComprehensionCode1
Not All Languages Are Created Equal in LLMs: Improving Multilingual Capability by Cross-Lingual-Thought PromptingCode1
Open-Domain Question Answering Goes Conversational via Question RewritingCode1
BERT-kNN: Adding a kNN Search Component to Pretrained Language Models for Better QACode1
Harnessing Multi-Role Capabilities of Large Language Models for Open-Domain Question AnsweringCode1
Open-WikiTable: Dataset for Open Domain Question Answering with Complex Reasoning over TableCode1
Fourier Transformer: Fast Long Range Modeling by Removing Sequence Redundancy with FFT OperatorCode1
Generation-Augmented Retrieval for Open-domain Question AnsweringCode1
Hurdles to Progress in Long-form Question AnsweringCode1
Exploring Hint Generation Approaches in Open-Domain Question AnsweringCode1
Expand, Rerank, and Retrieve: Query Reranking for Open-Domain Question AnsweringCode1
FastFiD: Improve Inference Efficiency of Open Domain Question Answering via Sentence SelectionCode1
AmbigQA: Answering Ambiguous Open-domain QuestionsCode1
CCQA: A New Web-Scale Question Answering Dataset for Model Pre-TrainingCode1
Can Pre-trained Vision and Language Models Answer Visual Information-Seeking Questions?Code1
Evaluating Open-Domain Question Answering in the Era of Large Language ModelsCode1
Knowledge Guided Text Retrieval and Reading for Open Domain Question AnsweringCode1
Efficient Passage Retrieval with Hashing for Open-domain Question AnsweringCode1
ECoRAG: Evidentiality-guided Compression for Long Context RAGCode1
ELI5: Long Form Question AnsweringCode1
Distilling Knowledge from Reader to Retriever for Question AnsweringCode1
Dual Reader-Parser on Hybrid Textual and Tabular Evidence for Open Domain Question AnsweringCode1
End-to-End Training of Multi-Document Reader and Retriever for Open-Domain Question AnsweringCode1
Why So Gullible? Enhancing the Robustness of Retrieval-Augmented Models against Counterfactual NoiseCode1
ArabicaQA: A Comprehensive Dataset for Arabic Question AnsweringCode1
EntQA: Entity Linking as Question AnsweringCode1
Chain-of-Skills: A Configurable Model for Open-domain Question AnsweringCode1
A Memory Efficient Baseline for Open Domain Question AnsweringCode1
Asking Clarification Questions to Handle Ambiguity in Open-Domain QACode1
Exploiting Abstract Meaning Representation for Open-Domain Question AnsweringCode1
Distantly-Supervised Dense Retrieval Enables Open-Domain Question Answering without Evidence AnnotationCode1
CAiRE-COVID: A Question Answering and Query-focused Multi-Document Summarization System for COVID-19 Scholarly Information ManagementCode1
Generator-Retriever-Generator Approach for Open-Domain Question AnsweringCode1
Grape: Knowledge Graph Enhanced Passage Reader for Open-domain Question AnsweringCode1
Context Awareness Gate For Retrieval Augmented GenerationCode1
Hyperlink-induced Pre-training for Passage Retrieval in Open-domain Question AnsweringCode1
Dense Passage Retrieval for Open-Domain Question AnsweringCode1
INSCIT: Information-Seeking Conversations with Mixed-Initiative InteractionsCode1
Designing a Minimal Retrieve-and-Read System for Open-Domain Question AnsweringCode1
Contextualized Sparse Representations for Real-Time Open-Domain Question AnsweringCode1
Distantly-Supervised Evidence Retrieval Enables Question Answering without Evidence AnnotationCode1
Compositional Exemplars for In-context LearningCode1
End-to-End Training of Neural Retrievers for Open-Domain Question AnsweringCode1
BRIEF: Bridging Retrieval and Inference for Multi-hop Reasoning via CompressionCode1
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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
6T5-baseKILT-RL0Unverified
7GENREKILT-RL0Unverified
8Multi-task DPRKILT-RL0Unverified
9BARTKILT-RL0Unverified
10Training Set Retrieval (top 1)KILT-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
9SphereKILT-EM0Unverified
10T5-baseKILT-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
9Multi-task DPRKILT-EM0Unverified
10SphereKILT-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