SOTAVerified

Question Answering

Question answering can be segmented into domain-specific tasks like community question answering and knowledge-base question answering. Popular benchmark datasets for evaluation question answering systems include SQuAD, HotPotQA, bAbI, TriviaQA, WikiQA, and many others. Models for question answering are typically evaluated on metrics like EM and F1. Some recent top performing models are T5 and XLNet.

( Image credit: SQuAD )

Papers

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Showing 3126–3150 of 10817 papers

TitleStatusHype
Document-level Event Extraction with Efficient End-to-end Learning of Cross-event Dependencies—0
Block Skim Transformer for Efficient Question Answering—0
EfficientEQA: An Efficient Approach for Open Vocabulary Embodied Question Answering—0
Efficient Few-Shot Continual Learning in Vision-Language Models—0
Efficient Global Learning of Entailment Graphs—0
Efficient In-Domain Question Answering for Resource-Constrained Environments—0
Efficient Knowledge Feeding to Language Models: A Novel Integrated Encoder-Decoder Architecture—0
Efficient Knowledge Infusion via KG-LLM Alignment—0
Efficient Language Modeling with Sparse all-MLP—0
Dynamic Knowledge-Base Alignment for Coreference Resolution—0
BioInstruct: Instruction Tuning of Large Language Models for Biomedical Natural Language Processing—0
Efficiently Embedding Dynamic Knowledge Graphs—0
A Fully Coreference-annotated Corpus of Scholarly Papers from the ACL Anthology—0
Book Review: Interactive Multi-Modal Question-Answering by Antal van den Bosch and Gosse Bouma—0
Efficient Meta Lifelong-Learning with Limited Memory—0
Efficient Models for the Detection of Hate, Abuse and Profanity—0
Efficient Motion-Aware Video MLLM—0
Dynamic-KGQA: A Scalable Framework for Generating Adaptive Question Answering Datasets—0
Efficient Multi-modal Large Language Models via Visual Token Grouping—0
A novel knowledge graph development for industry design: A case study on indirect coal liquefaction process—0
Dynamic Integration of Background Knowledge in Neural NLU Systems—0
Dynamic Graph Generation Network: Generating Relational Knowledge from Diagrams—0
EWEK-QA: Enhanced Web and Efficient Knowledge Graph Retrieval for Citation-based Question Answering Systems—0
Efficient Parallel Multi-Hop Reasoning: A Scalable Approach for Knowledge Graph Analysis—0
Dynamic Fusion With Intra- and Inter-Modality Attention Flow for Visual Question Answering—0
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All datasetsSQuAD2.0SQuAD1.1HotpotQAPIQABoolQCOPATriviaQASQuAD1.1 devNatural QuestionsOpenBookQATruthfulQAMultiRC

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1IE-Net (ensemble)EM90.94—Unverified
2FPNet (ensemble)EM90.87—Unverified
3IE-NetV2 (ensemble)EM90.86—Unverified
4SA-Net on Albert (ensemble)EM90.72—Unverified
5SA-Net-V2 (ensemble)EM90.68—Unverified
6FPNet (ensemble)EM90.6—Unverified
7Retro-Reader (ensemble)EM90.58—Unverified
8EntitySpanFocusV2 (ensemble)EM90.52—Unverified
9TransNets + SFVerifier + SFEnsembler (ensemble)EM90.49—Unverified
10EntitySpanFocus+AT (ensemble)EM90.45—Unverified