SOTAVerified

Open-Domain Question Answering

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

Papers

Showing 401450 of 494 papers

TitleStatusHype
Language Models as Fact Checkers?0
Large Language Models Can Self-Correct with Key Condition Verification0
Lean Question Answering over Freebase from Scratch0
Learning from Limited Labels for Long Legal Dialogue0
Learning to answer questions0
Learning to Answer Questions from Wikipedia Infoboxes0
Learning to Organize Knowledge and Answer Questions with N-Gram Machines0
Leveraging Term Banks for Answering Complex Questions: A Case for Sparse Vectors0
LoRE: Logit-Ranked Retriever Ensemble for Enhancing Open-Domain Question Answering0
Low-Resource Dense Retrieval for Open-Domain Question Answering: A Comprehensive Survey0
MAUPQA: Massive Automatically-created Polish Question Answering Dataset0
MIX : a Multi-task Learning Approach to Solve Open-Domain Question Answering0
Modeling Context in Answer Sentence Selection Systems on a Latency Budget0
Multifaceted Improvements for Conversational Open-Domain Question Answering0
Multi-Granular Sequence Encoding via Dilated Compositional Units for Reading Comprehension0
Multi-Hop Open-Domain Question Answering over Structured and Unstructured Knowledge0
Multilingual Retrieval-Augmented Generation for Knowledge-Intensive Task0
Multimodal Dialogue State Tracking By QA Approach with Data Augmentation0
Multi-Paragraph Reasoning with Knowledge-enhanced Graph Neural Network0
Multi-passage BERT: A Globally Normalized BERT Model for Open-domain Question Answering0
Multi-Task Retrieval-Augmented Text Generation with Relevance Sampling0
Multi-task Retrieval for Knowledge-Intensive Tasks0
Narrowing the Knowledge Evaluation Gap: Open-Domain Question Answering with Multi-Granularity Answers0
Natural Language Generation at Scale: A Case Study for Open Domain Question Answering0
Natural Language Processing in Watson0
Neural Passage Retrieval with Improved Negative Contrast0
Neural Retriever and Go Beyond: A Thesis Proposal0
NeurIPS 2020 EfficientQA Competition: Systems, Analyses and Lessons Learned0
On metric embedding for boosting semantic similarity computations0
On the Importance of Adaptive Data Collection for Extremely Imbalanced Pairwise Tasks0
Open-domain Factoid Question Answering via Knowledge Graph Search0
Open-Domain Question Answering0
Open Domain Question Answering based on Text Enhanced Knowledge Graph with Hyperedge Infusion0
Open Domain Question Answering over Virtual Documents: A Unified Approach for Data and Text0
Open Domain Question Answering Using Web Tables0
Open Domain Question Answering with Conflicting Contexts0
Open-Domain Question Answering with Pre-Constructed Question Spaces0
Optimizing open-domain question answering with graph-based retrieval augmented generation0
Orthogonality regularizer for question answering0
Parallel Key-Value Cache Fusion for Position Invariant RAG0
Paraphrase-Driven Learning for Open Question Answering0
Paraphrase Generation from Latent-Variable PCFGs for Semantic Parsing0
Passage Segmentation of Documents for Extractive Question Answering0
PullNet: Open Domain Question Answering with Iterative Retrieval on Knowledge Bases and Text0
Quality and Cost Trade-offs in Passage Re-ranking Task0
Question Answering from Unstructured Text by Retrieval and Comprehension0
Question Answering Using Enhanced Lexical Semantic Models0
Question-Context Alignment and Answer-Context Dependencies for Effective Answer Sentence Selection0
RA-DIT: Retrieval-Augmented Dual Instruction Tuning0
Ranking and Sampling in Open-Domain Question Answering0
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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