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 4701–4750 of 10817 papers

TitleStatusHype
Explore until Confident: Efficient Exploration for Embodied Question Answering—0
CG-RAG: Research Question Answering by Citation Graph Retrieval-Augmented LLMs—0
Explore then Determine: A GNN-LLM Synergy Framework for Reasoning over Knowledge Graph—0
CG-Bench: Clue-grounded Question Answering Benchmark for Long Video Understanding—0
A Refined End-to-End Discourse Parser—0
A Knowledge storage and semantic space alignment Method for Multi-documents dialogue generation—0
AdaDARE-gamma: Balancing Stability and Plasticity in Multi-modal LLMs through Efficient Adaptation—0
A Benchmark to Understand the Role of Knowledge Graphs on Large Language Model's Accuracy for Question Answering on Enterprise SQL Databases—0
Explore the Hallucination on Low-level Perception for MLLMs—0
Explore Person Specific Evidence in Web Person Name Disambiguation—0
Read and Think: An Efficient Step-wise Multimodal Language Model for Document Understanding and Reasoning—0
Explore before Moving: A Feasible Path Estimation and Memory Recalling Framework for Embodied Navigation—0
Exploiting WordNet Synset and Hypernym Representations for Answer Selection—0
CFO: Conditional Focused Neural Question Answering with Large-scale Knowledge Bases—0
Exploiting User Search Sessions for the Semantic Categorization of Question-like Informational Search Queries—0
Exploiting Timegraphs in Temporal Relation Classification—0
Exploiting the Human Computational Effort Dedicated to Message Reply Formatting for Training Discursive Email Segmenters—0
Exploiting Structure in Representation of Named Entities using Active Learning—0
CFO: A Framework for Building Production NLP Systems—0
CFMatch: Aligning Automated Answer Equivalence Evaluation with Expert Judgments For Open-Domain Question Answering—0
Exploiting Structured Knowledge in Text via Graph-Guided Representation Learning—0
Certainly Uncertain: A Benchmark and Metric for Multimodal Epistemic and Aleatoric Awareness—0
Exploiting Sentence Embedding for Medical Question Answering—0
Exploiting Rich Syntax for Better Knowledge Base Question Answering—0
Are ChatGPT and GPT-4 General-Purpose Solvers for Financial Text Analytics? A Study on Several Typical Tasks—0
Exploiting Qualitative Information from Automatic Word Alignment for Cross-lingual NLP Tasks—0
Exploiting Portuguese Lexical Knowledge Bases for Answering Open Domain Cloze Questions Automatically—0
Exploiting Parallel News Streams for Unsupervised Event Extraction—0
CellVerse: Do Large Language Models Really Understand Cell Biology?—0
A Reasoning-Focused Legal Retrieval Benchmark—0
A Knowledge Graph Based Solution for Entity Discovery and Linking in Open-Domain Questions—0
AdaCoder: Adaptive Prompt Compression for Programmatic Visual Question Answering—0
Exploiting Numerical-Contextual Knowledge to Improve Numerical Reasoning in Question Answering—0
Exploiting Multiple Sources for Open-Domain Hypernym Discovery—0
CEGI: Measuring the trade-off between efficiency and carbon emissions for SLMs and VLMs—0
Exploiting Morphological Regularities in Distributional Word Representations—0
GS-KGC: A Generative Subgraph-based Framework for Knowledge Graph Completion with Large Language Models—0
ArcSin: Adaptive ranged cosine Similarity injected noise for Language-Driven Visual Tasks—0
Exploiting Language Models for Visual Recognition—0
Exploiting Language Models as a Source of Knowledge for Cognitive Agents—0
CCQA: A New Web-Scale Question Answering Dataset for Model Pre-Training—0
Exploiting Hybrid Semantics of Relation Paths for Multi-hop Question Answering Over Knowledge Graphs—0
Exploiting Discourse Relations between Sentences for Text Clustering—0
ARCNN: A Semantic Enhanced Relation Detection Model for Knowledge Base Question Answering—0
A Knowledge-Based Approach to Syntactic Disambiguation of Biomedical Noun Compounds—0
Exploiting Bilingual Translation for Question Retrieval in Community-Based Question Answering—0
Exploiting Attention to Reveal Shortcomings in Memory Models—0
CCNU at SemEval-2025 Task 3: Leveraging Internal and External Knowledge of Large Language Models for Multilingual Hallucination Annotation—0
Explicit Reasoning over End-to-End Neural Architectures for Visual Question Answering—0
CBT-LLM: A Chinese Large Language Model for Cognitive Behavioral Therapy-based Mental Health 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