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 7301–7350 of 10817 papers

TitleStatusHype
ParaQuery: Making Sense of Paraphrase Collections—0
KERMIT: Generative Insertion-Based Modeling for Sequences—0
keqing: knowledge-based question answering is a nature chain-of-thought mentor of LLM—0
Decipherment—0
Automatic Question-Answering Using A Deep Similarity Neural Network—0
Parsing with Traces: An O(n4) Algorithm and a Structural Representation—0
An Empirical Evaluation of Visual Question Answering for Novel Objects—0
Advancing Large Language Model Attribution through Self-Improving—0
A Comparative Evaluation of Visual and Natural Language Question Answering Over Linked Data—0
Partially Fake Audio Detection by Self-attention-based Fake Span Discovery—0
2M-NER: Contrastive Learning for Multilingual and Multimodal NER with Language and Modal Fusion—0
KenSwQuAD -- A Question Answering Dataset for Swahili Low Resource Language—0
Deceptive Answer Prediction with User Preference Graph—0
Kencorpus: A Kenyan Language Corpus of Swahili, Dholuo and Luhya for Natural Language Processing Tasks—0
KeLP at SemEval-2017 Task 3: Learning Pairwise Patterns in Community Question Answering—0
Deception Detection in News Reports in the Russian Language: Lexics and Discourse—0
Automatic Question Answering for Medical MCQs: Can It go Further than Information Retrieval?—0
Pathological Visual Question Answering—0
KeLP at SemEval-2016 Task 3: Learning Semantic Relations between Questions and Answers—0
PathReasoner: Modeling Reasoning Path with Equivalent Extension for Logical Question Answering—0
Keep Learning: Self-supervised Meta-learning for Learning from Inference—0
PathVLM-R1: A Reinforcement Learning-Driven Reasoning Model for Pathology Visual-Language Tasks—0
Automatic Question-Answer Generation for Long-Tail Knowledge—0
An Empirical Evaluation of various Deep Learning Architectures for Bi-Sequence Classification Tasks—0
PAT: Parallel Attention Transformer for Visual Question Answering in Vietnamese—0
PAT-Questions: A Self-Updating Benchmark for Present-Anchored Temporal Question-Answering—0
Keeping the Questions Conversational: Using Structured Representations to Resolve Dependency in Conversational Question Answering—0
DeCAP: Context-Adaptive Prompt Generation for Debiasing Zero-shot Question Answering in Large Language Models—0
K-Edit: Language Model Editing with Contextual Knowledge Awareness—0
PATTY: A Taxonomy of Relational Patterns with Semantic Types—0
KECP: Knowledge Enhanced Contrastive Prompting for Few-shot Extractive Question Answering—0
Automatic Propbank Generation for Turkish—0
KBQA: Learning Question Answering over QA Corpora and Knowledge Bases—0
Automatic Prompt Selection for Large Language Models—0
An Empirical Evaluation of Large Language Models on Consumer Health Questions—0
Pay More Attention to Relation Exploration for Knowledge Base Question Answering—0
Pay-Per-Request Deployment of Neural Network Models Using Serverless Architectures—0
KBGen -- Text Generation from Knowledge Bases as a New Shared Task—0
PCQPR: Proactive Conversational Question Planning with Reflection—0
KARPA: A Training-free Method of Adapting Knowledge Graph as References for Large Language Model's Reasoning Path Aggregation—0
KARL: Knowledge-Aware Reasoning Memory Modeling with Reinforcement Learning of Vector Space—0
PDFTriage: Question Answering over Long, Structured Documents—0
Debating for Better Reasoning: An Unsupervised Multimodal Approach—0
KaPQA: Knowledge-Augmented Product Question-Answering—0
PEACE: Empowering Geologic Map Holistic Understanding with MLLMs—0
PEBench: A Fictitious Dataset to Benchmark Machine Unlearning for Multimodal Large Language Models—0
KAnoCLIP: Zero-Shot Anomaly Detection through Knowledge-Driven Prompt Learning and Enhanced Cross-Modal Integration—0
Automatic Noun Compound Interpretation using Deep Neural Networks and Word Embeddings—0
An Empirical Comparison of Question Classification Methods for Question Answering Systems—0
KaLM: Knowledge-aligned Autoregressive Language Modeling via Dual-view Knowledge Graph Contrastive Learning—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