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
Exploring Advanced Techniques for Visual Question Answering: A Comprehensive Comparison—0
Exploring and Evaluating Personalized Models for Code Generation—0
Chain Based RNN for Relation Classification—0
A Study on Efficiency, Accuracy and Document Structure for Answer Sentence Selection—0
Parsing with Traces: An O(n4) Algorithm and a Structural Representation—0
Point-of-Interest Oriented Question Answering with Joint Inference of Semantic Matching and Distance Correlation—0
Guiding the Growth: Difficulty-Controllable Question Generation through Step-by-Step Rewriting—0
Diff-Explainer: Differentiable Convex Optimization for Explainable Multi-hop Inference—0
Partially Fake Audio Detection by Self-attention-based Fake Span Discovery—0
A Study of the Importance of External Knowledge in the Named Entity Recognition Task—0
Guess What: A Question Answering Game via On-demand Knowledge Validation—0
Passage Segmentation of Documents for Extractive Question Answering—0
Exploring Diverse Expressions for Paraphrase Generation—0
Patch-level Sounding Object Tracking for Audio-Visual Question Answering—0
Exploring Diverse Methods in Visual Question Answering—0
Amrita\_CEN at SemEval-2016 Task 1: Semantic Relation from Word Embeddings in Higher Dimension—0
Pathological Visual Question Answering—0
PMI-cool at SemEval-2016 Task 3: Experiments with PMI and Goodness Polarity Lexicons for Community Question Answering—0
PathReasoner: Modeling Reasoning Path with Equivalent Extension for Logical Question Answering—0
POIReviewQA: A Semantically Enriched POI Retrieval and Question Answering Dataset—0
PathVLM-R1: A Reinforcement Learning-Driven Reasoning Model for Pathology Visual-Language Tasks—0
Guess Me if You Can: Acronym Disambiguation for Enterprises—0
Conditional Generation with a Question-Answering Blueprint—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
Concise Thoughts: Impact of Output Length on LLM Reasoning and Cost—0
GTR-LSTM: A Triple Encoder for Sentence Generation from RDF Data—0
A Study of the Effect of Resolving Negation and Sentiment Analysis in Recognizing Text Entailment for Arabic—0
PATTY: A Taxonomy of Relational Patterns with Semantic Types—0
Plugging Schema Graph into Multi-Table QA: A Human-Guided Framework for Reducing LLM Reliance—0
GTR: Graph-Table-RAG for Cross-Table Question Answering—0
gTBLS: Generating Tables from Text by Conditional Question Answering—0
GSQA: An End-to-End Model for Generative Spoken Question Answering—0
G-SAP: Graph-based Structure-Aware Prompt Learning over Heterogeneous Knowledge for Commonsense Reasoning—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
AMR Beyond the Sentence: the Multi-sentence AMR corpus—0
PCQPR: Proactive Conversational Question Planning with Reflection—0
PokemonChat: Auditing ChatGPT for Pokémon Universe Knowledge—0
PDF-MVQA: A Dataset for Multimodal Information Retrieval in PDF-based Visual Question Answering—0
PDFTriage: Question Answering over Long, Structured Documents—0
GRS-QA -- Graph Reasoning-Structured Question Answering Dataset—0
Growing Multi-Domain Glossaries from a Few Seeds using Probabilistic Topic Models—0
PEACE: Empowering Geologic Map Holistic Understanding with MLLMs—0
PEBench: A Fictitious Dataset to Benchmark Machine Unlearning for Multimodal Large Language Models—0
Grow-and-Clip: Informative-yet-Concise Evidence Distillation for Answer Explanation—0
PeCoQ: A Dataset for Persian Complex Question Answering over Knowledge Graph—0
Are Large Language Model-based Evaluators the Solution to Scaling Up Multilingual Evaluation?—0
Grover's Algorithm for 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