SOTAVerified

Open-Domain Question Answering

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

Papers

Showing 101150 of 494 papers

TitleStatusHype
CFMatch: Aligning Automated Answer Equivalence Evaluation with Expert Judgments For Open-Domain Question Answering0
Can AI Assistants Know What They Don't Know?Code2
Narrowing the Knowledge Evaluation Gap: Open-Domain Question Answering with Multi-Granularity Answers0
Mitigating the Impact of False Negatives in Dense Retrieval with Contrastive Confidence RegularizationCode1
Dynamic Retrieval-Augmented Generation0
Learning to Filter Context for Retrieval-Augmented GenerationCode2
Hint-enhanced In-Context Learning wakes Large Language Models up for knowledge-intensive tasks0
DIVKNOWQA: Assessing the Reasoning Ability of LLMs via Open-Domain Question Answering over Knowledge Base and Text0
Knowledge Corpus Error in Question AnsweringCode0
Detrimental Contexts in Open-Domain Question AnsweringCode0
Improving Zero-shot Reader by Reducing Distractions from Irrelevant Documents in Open-Domain Question Answering0
Tree of Clarifications: Answering Ambiguous Questions with Retrieval-Augmented Large Language ModelsCode1
Strong and Efficient Baselines for Open Domain Conversational Question Answering0
Dual-Feedback Knowledge Retrieval for Task-Oriented Dialogue Systems0
Merging Generated and Retrieved Knowledge for Open-Domain QACode1
Self-prompted Chain-of-Thought on Large Language Models for Open-domain Multi-hop ReasoningCode1
MoqaGPT : Zero-Shot Multi-modal Open-domain Question Answering with Large Language ModelCode1
ReEval: Automatic Hallucination Evaluation for Retrieval-Augmented Large Language Models via Transferable Adversarial Attacks0
Dual-Encoders for Extreme Multi-Label ClassificationCode0
Beyond Factuality: A Comprehensive Evaluation of Large Language Models as Knowledge GeneratorsCode1
RECOMP: Improving Retrieval-Augmented LMs with Compression and Selective AugmentationCode1
Making Retrieval-Augmented Language Models Robust to Irrelevant ContextCode1
RA-DIT: Retrieval-Augmented Dual Instruction Tuning0
Retrieving Supporting Evidence for Generative Question Answering0
Monolingual or Multilingual Instruction Tuning: Which Makes a Better AlpacaCode0
Silver Retriever: Advancing Neural Passage Retrieval for Polish Question Answering0
AVATAR: Robust Voice Search Engine Leveraging Autoregressive Document Retrieval and Contrastive Learning0
Modeling Uncertainty and Using Post-fusion as Fallback Improves Retrieval Augmented Generation with LLMs0
Knowledge Graph Prompting for Multi-Document Question AnsweringCode2
RAVEN: In-Context Learning with Retrieval-Augmented Encoder-Decoder Language ModelsCode0
Building Interpretable and Reliable Open Information Retriever for New Domains Overnight0
MythQA: Query-Based Large-Scale Check-Worthy Claim Detection through Multi-Answer Open-Domain Question AnsweringCode0
Generator-Retriever-Generator Approach for Open-Domain Question AnsweringCode1
Investigating the Factual Knowledge Boundary of Large Language Models with Retrieval AugmentationCode1
Answering Ambiguous Questions via Iterative PromptingCode1
TRAQ: Trustworthy Retrieval Augmented Question Answering via Conformal PredictionCode0
Retrieving Supporting Evidence for LLMs Generated Answers0
Conformal Language ModelingCode1
When to Read Documents or QA History: On Unified and Selective Open-domain QA0
Question-Context Alignment and Answer-Context Dependencies for Effective Answer Sentence Selection0
GripRank: Bridging the Gap between Retrieval and Generation via the Generative Knowledge Improved Passage Ranking0
Exploiting Abstract Meaning Representation for Open-Domain Question AnsweringCode1
Expand, Rerank, and Retrieve: Query Reranking for Open-Domain Question AnsweringCode1
RFiD: Towards Rational Fusion-in-Decoder for Open-Domain Question AnsweringCode0
The Dangers of trusting Stochastic Parrots: Faithfulness and Trust in Open-domain Conversational Question Answering0
Fourier Transformer: Fast Long Range Modeling by Removing Sequence Redundancy with FFT OperatorCode1
Allies: Prompting Large Language Model with Beam SearchCode0
Exploring Contrast Consistency of Open-Domain Question Answering Systems on Minimally Edited QuestionsCode0
On the Risk of Misinformation Pollution with Large Language ModelsCode1
IfQA: A Dataset for Open-domain Question Answering under Counterfactual Presuppositions0
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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