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 10601–10650 of 10817 papers

TitleStatusHype
Multilingual Multi-Aspect Explainability Analyses on Machine Reading Comprehension ModelsCode0
Systematic Inequalities in Language Technology Performance across the World's LanguagesCode0
Zero-Shot Open-Book Question AnsweringCode0
SynTQA: Synergistic Table-based Question Answering via Mixture of Text-to-SQL and E2E TQACode0
VIGNETTE: Socially Grounded Bias Evaluation for Vision-Language ModelsCode0
Synthetic Knowledge Ingestion: Towards Knowledge Refinement and Injection for Enhancing Large Language ModelsCode0
Weakly Supervised Formula Learner for Solving Mathematical ProblemsCode0
SituatedThinker: Grounding LLM Reasoning with Real-World through Situated ThinkingCode0
Single-Stream Multi-Level Alignment for Vision-Language PretrainingCode0
Understanding Multimodal LLMs: the Mechanistic Interpretability of Llava in Visual Question AnsweringCode0
Synthetic Document Question Answering in HungarianCode0
Synthetic Dataset Creation and Fine-Tuning of Transformer Models for Question Answering in SerbianCode0
Semi-Parametric Retrieval via Binary Bag-of-Tokens IndexCode0
VinVL+L: Enriching Visual Representation with Location Context in VQACode0
Synthetic Data Generation with Large Language Models for Personalized Community Question AnsweringCode0
Synthesizing Sentiment-Controlled Feedback For Multimodal Text and Image DataCode0
ViQAgent: Zero-Shot Video Question Answering via Agent with Open-Vocabulary Grounding ValidationCode0
Understanding the World's Museums through Vision-Language ReasoningCode0
ViQuAE, a Dataset for Knowledge-based Visual Question Answering about Named EntitiesCode0
Syntax for Semantic Role Labeling, To Be, Or Not To BeCode0
Syn-QA2: Evaluating False Assumptions in Long-tail Questions with Synthetic QA DatasetsCode0
Tokenization Consistency Matters for Generative Models on Extractive NLP TasksCode0
U-Net: Machine Reading Comprehension with Unanswerable QuestionsCode0
SynFinTabs: A Dataset of Synthetic Financial Tables for Information and Table ExtractionCode0
To Attend or not to Attend: A Case Study on Syntactic Structures for Semantic RelatednessCode0
Tip of the Tongue Query Elicitation for Simulated EvaluationCode0
Weakly-Supervised Open-Retrieval Conversational Question AnsweringCode0
VisFIS: Visual Feature Importance Supervision with Right-for-the-Right-Reason ObjectivesCode0
Weakly-Supervised Questions for Zero-Shot Relation ExtractionCode0
Time-R1: Towards Comprehensive Temporal Reasoning in LLMsCode0
Weakly Supervised Relative Spatial Reasoning for Visual Question AnsweringCode0
Unification-based Reconstruction of Multi-hop Explanations for Science QuestionsCode0
Single Sequence Prediction over Reasoning Graphs for Multi-hop QACode0
Vision-and-Language PretrainingCode0
Unified Language Model Pre-training for Natural Language Understanding and GenerationCode0
Why do These Match? Explaining the Behavior of Image Similarity ModelsCode0
TIMEN: An Open Temporal Expression Normalisation ResourceCode0
SciDTB: Discourse Dependency TreeBank for Scientific AbstractsCode0
TimelineKGQA: A Comprehensive Question-Answer Pair Generator for Temporal Knowledge GraphsCode0
TimeCausality: Evaluating the Causal Ability in Time Dimension for Vision Language ModelsCode0
Time-Aware Representation Learning for Time-Sensitive Question AnsweringCode0
Unified Question Answering in SloveneCode0
(WhyPHI) Fine-Tuning PHI-3 for Multiple-Choice Question Answering: Methodology, Results, and ChallengesCode0
TIJO: Trigger Inversion with Joint Optimization for Defending Multimodal Backdoored ModelsCode0
TIARA: Multi-grained Retrieval for Robust Question Answering over Large Knowledge BasesCode0
Uniform Complexity for Text GenerationCode0
SearchQA: A New Q&A Dataset Augmented with Context from a Search EngineCode0
Think you have Solved Question Answering? Try ARC, the AI2 Reasoning ChallengeCode0
SciDQA: A Deep Reading Comprehension Dataset over Scientific PapersCode0
Single and Multi-Hop Question-Answering Datasets for Reticular Chemistry with GPT-4-TurboCode0
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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