SOTAVerified

Open-Domain Question Answering

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

Papers

Showing 251300 of 494 papers

TitleStatusHype
Allies: Prompting Large Language Model with Beam SearchCode0
IfQA: A Dataset for Open-domain Question Answering under Counterfactual Presuppositions0
Exploring Contrast Consistency of Open-Domain Question Answering Systems on Minimally Edited QuestionsCode0
MAUPQA: Massive Automatically-created Polish Question Answering Dataset0
Why Does ChatGPT Fall Short in Providing Truthful Answers?0
Evidentiality-aware Retrieval for Overcoming Abstractiveness in Open-Domain Question Answering0
Check Your Facts and Try Again: Improving Large Language Models with External Knowledge and Automated Feedback0
RLAS-BIABC: A Reinforcement Learning-Based Answer Selection Using the BERT Model Boosted by an Improved ABC Algorithm0
Beyond Contrastive Learning: A Variational Generative Model for Multilingual RetrievalCode0
Defending Against Disinformation Attacks in Open-Domain Question AnsweringCode0
To Adapt or to Annotate: Challenges and Interventions for Domain Adaptation in Open-Domain Question Answering0
PolQA: Polish Question Answering Dataset0
AugTriever: Unsupervised Dense Retrieval and Domain Adaptation by Scalable Data AugmentationCode0
NIR-Prompt: A Multi-task Generalized Neural Information Retrieval Training FrameworkCode0
Diverse Multi-Answer Retrieval with Determinantal Point Processes0
Can Open-Domain QA Reader Utilize External Knowledge Efficiently like Humans?0
FiE: Building a Global Probability Space by Leveraging Early Fusion in Encoder for Open-Domain Question Answering0
Cheater's Bowl: Human vs. Computer Search Strategies for Open-Domain Question Answering0
A Survey for Efficient Open Domain Question Answering0
Bridging the Training-Inference Gap for Dense Phrase Retrieval0
Closed-book Question Generation via Contrastive LearningCode0
Context Generation Improves Open Domain Question Answering0
Decoupled Context Processing for Context Augmented Language Modeling0
Improving the Domain Adaptation of Retrieval Augmented Generation (RAG) Models for Open Domain Question AnsweringCode0
FiD-Light: Efficient and Effective Retrieval-Augmented Text Generation0
Efficient Methods for Natural Language Processing: A Survey0
Low-Resource Dense Retrieval for Open-Domain Question Answering: A Comprehensive Survey0
Sequence to sequence pretraining for a less-resourced Slovenian languageCode0
Multi-Task Retrieval-Augmented Text Generation with Relevance Sampling0
Zero-shot cross-lingual open domain question answering0
Multi-Hop Open-Domain Question Answering over Structured and Unstructured Knowledge0
An Encoder Attribution Analysis for Dense Passage Retriever in Open-Domain Question Answering0
An Open-Domain QA System for e-Governance0
Neural Retriever and Go Beyond: A Thesis Proposal0
Re-Examining Calibration: The Case of Question AnsweringCode0
Investigating Information Inconsistency in Multilingual Open-Domain Question Answering0
A Survey on Neural Open Information Extraction: Current Status and Future Directions0
Down and Across: Introducing Crossword-Solving as a New NLP BenchmarkCode0
ERNIE-Search: Bridging Cross-Encoder with Dual-Encoder via Self On-the-fly Distillation for Dense Passage Retrieval0
Better Retrieval May Not Lead to Better Question Answering0
Analysing the Robustness of Dual Encoders for Dense Retrieval Against MisspellingsCode0
A Copy-Augmented Generative Model for Open-Domain Question Answering0
What Makes Good In-Context Examples for GPT-3?Code0
DuReader_vis: A Chinese Dataset for Open-domain Document Visual Question AnsweringCode0
ED2LM: Encoder-Decoder to Language Model for Faster Document Re-ranking Inference0
XLMRQA: Open-Domain Question Answering on Vietnamese Wikipedia-based Textual Knowledge Source0
Augmenting Pre-trained Language Models with QA-Memory for Open-Domain Question Answering0
KGI: An Integrated Framework for Knowledge Intensive Language Tasks0
Multifaceted Improvements for Conversational Open-Domain Question Answering0
Design and Development of Rule-based open-domain Question-Answering System on SQuAD v2.0 Dataset0
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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