SOTAVerified

Open-Domain Question Answering

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

Papers

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Showing 251–300 of 494 papers

TitleStatusHype
WikiQA: A Challenge Dataset for Open-Domain Question Answering—0
WISDOM X, DISAANA and D-SUMM: Large-scale NLP Systems for Analyzing Textual Big Data—0
XLMRQA: Open-Domain Question Answering on Vietnamese Wikipedia-based Textual Knowledge Source—0
xMoCo: Cross Momentum Contrastive Learning for Open-Domain Question Answering—0
You Only Need One Model for Open-domain Question Answering—0
0.8% Nyquist computational ghost imaging via non-experimental deep learning—0
Zero-shot cross-lingual open domain question answering—0
Adaptive Contrastive Decoding in Retrieval-Augmented Generation for Handling Noisy Contexts—0
Beyond Prompting: An Efficient Embedding Framework for Open-Domain Question Answering—0
Accelerating Manufacturing Scale-Up from Material Discovery Using Agentic Web Navigation and Retrieval-Augmented AI for Process Engineering Schematics Design—0
A Chain-of-Thought Is as Strong as Its Weakest Link: A Benchmark for Verifiers of Reasoning Chains—0
A Copy-Augmented Generative Model for Open-Domain Question Answering—0
A Copy-Augmented Generative Model for Open-Domain Question Answering—0
A dataset and baselines for sequential open-domain question answering—0
A Dataset of Open-Domain Question Answering with Multiple-Span Answers—0
Advancing Large Language Model Attribution through Self-Improving—0
AGRaME: Any-Granularity Ranking with Multi-Vector Embeddings—0
A Graph-guided Multi-round Retrieval Method for Conversational Open-domain Question Answering—0
A Knowledge-based Approach for Answering Complex Questions in Persian—0
A Long Short-Term Memory Model for Answer Sentence Selection in Question Answering—0
A Multimodal Dense Retrieval Approach for Speech-Based Open-Domain Question Answering—0
A Multi-Resolution Word Embedding for Document Retrieval from Large Unstructured Knowledge Bases—0
An Encoder Attribution Analysis for Dense Passage Retriever in Open-Domain Question Answering—0
An Encoder Attribution Analysis for Dense Passage Retriever in Open-Domain Question Answering—0
A Neural Comprehensive Ranker (NCR) for Open-Domain Question Answering—0
An Open-Domain QA System for e-Governance—0
Answerability in Retrieval-Augmented Open-Domain Question Answering—0
Answering Science Exam Questions Using Query Rewriting with Background Knowledge—0
Answering Science Exam Questions Using Query Reformulation with Background Knowledge—0
ArchivalQA: A Large-scale Benchmark Dataset for Open Domain Question Answering over Historical News Collections—0
ArchivalQA: A Large-scale Benchmark Dataset for Open Domain Question Answering over Archival News Collections—0
A Review on Deep Learning Techniques Applied to Answer Selection—0
Are we there yet? Exploring clinical domain knowledge of BERT models—0
ASRank: Zero-Shot Re-Ranking with Answer Scent for Document Retrieval—0
Assertion-based QA with Question-Aware Open Information Extraction—0
A Statistical Framework for Data-dependent Retrieval-Augmented Models—0
A Survey for Efficient Open Domain Question Answering—0
A Survey on Neural Open Information Extraction: Current Status and Future Directions—0
Attention-guided Generative Models for Extractive Question Answering—0
Augmenting Pre-trained Language Models with QA-Memory for Open-Domain Question Answering—0
Automatic Claim Review for Climate Science via Explanation Generation—0
ReEval: Automatic Hallucination Evaluation for Retrieval-Augmented Large Language Models via Transferable Adversarial Attacks—0
Automatic Question-Answer Generation for Long-Tail Knowledge—0
AVATAR: Robust Voice Search Engine Leveraging Autoregressive Document Retrieval and Contrastive Learning—0
BanglaQuAD: A Bengali Open-domain Question Answering Dataset—0
Better Retrieval May Not Lead to Better Question Answering—0
BlendFilter: Advancing Retrieval-Augmented Large Language Models via Query Generation Blending and Knowledge Filtering—0
Bridging the Training-Inference Gap for Dense Phrase Retrieval—0
Building Interpretable and Reliable Open Information Retriever for New Domains Overnight—0
Calibration of Machine Reading Systems at Scale—0
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All datasetsKILT: ELI5KILT: Natural QuestionsKILT: TriviaQAKILT: HotpotQASearchQAELI5QUASARNatural QuestionsSQuAD1.1 devWebQuestionsSQuAD1.1DuReader

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1somebodyKILT-RL2.62—Unverified
2WikipediaKILT-RL2.46—Unverified
3arxiv.org/abs/2103.06332KILT-RL2.36—Unverified
4BART + DPRKILT-RL1.9—Unverified
5RAGKILT-RL1.69—Unverified
6Training Set Retrieval (top 1)KILT-RL0—Unverified
7T5-baseKILT-RL0—Unverified
8Input CopyingKILT-RL0—Unverified
9SphereKILT-RL0—Unverified
10Random Training Set AnswerKILT-RL0—Unverified
#ModelMetricClaimedVerifiedStatus
1Re2GKILT-EM43.56—Unverified
2intersectKILT-EM38.78—Unverified
3KGI_0KILT-EM36.36—Unverified
4WikipediaKILT-EM35.32—Unverified
5RAGKILT-EM32.69—Unverified
6BERT + DPRKILT-EM31.99—Unverified
7BART + DPRKILT-EM30.06—Unverified
8Multitask DPR + BARTKILT-EM29.09—Unverified
9Multi-task DPRKILT-EM0—Unverified
10SphereKILT-EM0—Unverified
#ModelMetricClaimedVerifiedStatus
1Re2GKILT-EM57.91—Unverified
2intersectKILT-EM50.56—Unverified
3WikipediaKILT-EM45.55—Unverified
4KGI_0KILT-EM42.85—Unverified
5Multitask DPR + BARTKILT-EM42.36—Unverified
6RAGKILT-EM38.13—Unverified
7BERT + DPRKILT-EM34.48—Unverified
8BART + DPRKILT-EM31.4—Unverified
9TABiKILT-EM0—Unverified
10T5-baseKILT-EM0—Unverified
#ModelMetricClaimedVerifiedStatus
1intersectKILT-EM18.06—Unverified
2WikipediaKILT-EM11.71—Unverified
3Multitask DPR + BARTKILT-EM9.53—Unverified
4RAGKILT-EM3.21—Unverified
5BART + DPRKILT-EM1.96—Unverified
6BERT + DPRKILT-EM0.74—Unverified
7SphereKILT-EM0—Unverified
8Multi-task DPRKILT-EM0—Unverified
9GENREKILT-EM0—Unverified
10chriskueiKILT-EM0—Unverified
#ModelMetricClaimedVerifiedStatus
1SpanBERTF184.8—Unverified
2Cluster-Former (#C=512)EM68—Unverified
3Locality-Sensitive HashingEM66—Unverified
4Multi-passage BERTEM65.1—Unverified
5Sparse AttentionEM64.7—Unverified
6DECAPROPEM62.2—Unverified
7Bi-Attention + DCU-LSTMN-gram F159.5—Unverified
8Denoising QAEM58.8—Unverified
9DecaPropEM56.8—Unverified
10AMANDAN-gram F156.6—Unverified
#ModelMetricClaimedVerifiedStatus
1Fourier TransformerRouge-L26.9—Unverified
2QGRouge-L26.4—Unverified
3BARTRouge-L24.3—Unverified
4E-MCARouge-L24—Unverified
5Transformer Multitask + LayerDropRouge-L23.4—Unverified
6Multi-InrerleaveRouge-L14.63—Unverified
#ModelMetricClaimedVerifiedStatus
1Evidence Aggregation via R^3 Re-RankingEM (Quasar-T)42.3—Unverified
2Denoising QAEM (Quasar-T)42.2—Unverified
3DecaPropEM (Quasar-T)38.6—Unverified
4R^3EM (Quasar-T)35.3—Unverified
5GAEM (Quasar-T)26.4—Unverified
6BiDAFEM (Quasar-T)25.9—Unverified
#ModelMetricClaimedVerifiedStatus
1FiEExact Match58.4—Unverified
2R2-D2 HN-DPRExact Match55.9—Unverified
3UniK-QAExact Match54.9—Unverified
4UnitedQA (Hybrid)Exact Match54.7—Unverified
5BPR (linear scan; l=1000)Exact Match41.6—Unverified
#ModelMetricClaimedVerifiedStatus
1SPARTAEM59.3—Unverified
2Blended RAGEM57.63—Unverified
3BERTseriniEM50.2—Unverified
4BERTseriniEM38.6—Unverified
#ModelMetricClaimedVerifiedStatus
1UniK-QAExact Match57.7—Unverified
2FiE+PAQExact Match56.3—Unverified
3FiEExact Match52.4—Unverified
4EMDR2Exact Match48.7—Unverified
#ModelMetricClaimedVerifiedStatus
1DrQAEM70—Unverified
2DCNEM66.2—Unverified
3MPCMEM65.5—Unverified
#ModelMetricClaimedVerifiedStatus
1ERNIE 2.0 LargeEM64.2—Unverified
2ERNIE 2.0 BaseEM61.3—Unverified
#ModelMetricClaimedVerifiedStatus
1UniK-QAExact Match65.5—Unverified
2BPR (linear scan; l=1000)Exact Match56.8—Unverified
#ModelMetricClaimedVerifiedStatus
1EMDR2Exact Match52.5—Unverified
#ModelMetricClaimedVerifiedStatus
1UnitedQA (Hybrid)Exact Match70.5—Unverified