SOTAVerified

Open-Domain Question Answering

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

Papers

Showing 151200 of 494 papers

TitleStatusHype
IfQA: A Dataset for Open-domain Question Answering under Counterfactual Presuppositions0
Large Language Models are Built-in Autoregressive Search EnginesCode1
Open-WikiTable: Dataset for Open Domain Question Answering with Complex Reasoning over TableCode1
Not All Languages Are Created Equal in LLMs: Improving Multilingual Capability by Cross-Lingual-Thought PromptingCode1
Evaluating Open-Domain Question Answering in the Era of Large Language ModelsCode1
MAUPQA: Massive Automatically-created Polish Question Answering Dataset0
Verify-and-Edit: A Knowledge-Enhanced Chain-of-Thought FrameworkCode1
Chain-of-Skills: A Configurable Model for Open-domain Question AnsweringCode1
RetroMAE-2: Duplex Masked Auto-Encoder For Pre-Training Retrieval-Oriented Language ModelsCode2
Why So Gullible? Enhancing the Robustness of Retrieval-Augmented Models against Counterfactual NoiseCode1
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
Can Pre-trained Vision and Language Models Answer Visual Information-Seeking Questions?Code1
Compositional Exemplars for In-context LearningCode1
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
To Adapt or to Annotate: Challenges and Interventions for Domain Adaptation in Open-Domain Question Answering0
Defending Against Disinformation Attacks in Open-Domain Question AnsweringCode0
PolQA: Polish Question Answering Dataset0
AugTriever: Unsupervised Dense Retrieval and Domain Adaptation by Scalable Data AugmentationCode0
Self-Prompting Large Language Models for Zero-Shot Open-Domain QACode1
Retrieval as Attention: End-to-end Learning of Retrieval and Reading within a Single TransformerCode1
NIR-Prompt: A Multi-task Generalized Neural Information Retrieval Training FrameworkCode0
CREPE: Open-Domain Question Answering with False PresuppositionsCode1
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
Cross-document Event Coreference Search: Task, Dataset and ModelingCode1
Open-domain Question Answering via Chain of Reasoning over Heterogeneous KnowledgeCode1
Closed-book Question Generation via Contrastive LearningCode0
Context Generation Improves Open Domain Question Answering0
Decoupled Context Processing for Context Augmented Language Modeling0
Task-Aware Specialization for Efficient and Robust Dense Retrieval for Open-Domain Question AnsweringCode1
Mixed-modality Representation Learning and Pre-training for Joint Table-and-Text Retrieval in OpenQACode1
Improving the Domain Adaptation of Retrieval Augmented Generation (RAG) Models for Open Domain Question AnsweringCode0
Grape: Knowledge Graph Enhanced Passage Reader for Open-domain Question AnsweringCode1
FiD-Light: Efficient and Effective Retrieval-Augmented Text Generation0
Variational Open-Domain Question AnsweringCode1
Generate rather than Retrieve: Large Language Models are Strong Context GeneratorsCode2
Learn to Explain: Multimodal Reasoning via Thought Chains for Science Question AnsweringCode2
Universal Vision-Language Dense Retrieval: Learning A Unified Representation Space for Multi-Modal RetrievalCode1
Efficient Methods for Natural Language Processing: A Survey0
Atlas: Few-shot Learning with Retrieval Augmented Language ModelsCode2
Low-Resource Dense Retrieval for Open-Domain Question Answering: A Comprehensive Survey0
Sequence to sequence pretraining for a less-resourced Slovenian languageCode0
Re2G: Retrieve, Rerank, GenerateCode1
Show:102550
← PrevPage 4 of 10Next →

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