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 451–500 of 10817 papers

TitleStatusHype
CSE-SFP: Enabling Unsupervised Sentence Representation Learning via a Single Forward Pass—0
HalluMix: A Task-Agnostic, Multi-Domain Benchmark for Real-World Hallucination Detection—0
UniBiomed: A Universal Foundation Model for Grounded Biomedical Image InterpretationCode1
Calibrating Uncertainty Quantification of Multi-Modal LLMs using Grounding—0
Zoomer: Adaptive Image Focus Optimization for Black-box MLLM—0
Talk Before You Retrieve: Agent-Led Discussions for Better RAG in Medical QACode0
ConSens: Assessing context grounding in open-book question answering—0
ChestX-Reasoner: Advancing Radiology Foundation Models with Reasoning through Step-by-Step VerificationCode1
LLM Enhancer: Merged Approach using Vector Embedding for Reducing Large Language Model Hallucinations with External Knowledge—0
SetKE: Knowledge Editing for Knowledge Elements Overlap—0
LMME3DHF: Benchmarking and Evaluating Multimodal 3D Human Face Generation with LMMs—0
UniversalRAG: Retrieval-Augmented Generation over Corpora of Diverse Modalities and GranularitiesCode2
SpatialReasoner: Towards Explicit and Generalizable 3D Spatial Reasoning—0
Toward Evaluative Thinking: Meta Policy Optimization with Evolving Reward ModelsCode0
m-KAILIN: Knowledge-Driven Agentic Scientific Corpus Distillation Framework for Biomedical Large Language Models Training—0
OpenTCM: A GraphRAG-Empowered LLM-based System for Traditional Chinese Medicine Knowledge Retrieval and Diagnosis—0
Knowledge Distillation of Domain-adapted LLMs for Question-Answering in Telecom—0
TreeHop: Generate and Filter Next Query Embeddings Efficiently for Multi-hop Question AnsweringCode1
Uncertainty Quantification for Language Models: A Suite of Black-Box, White-Box, LLM Judge, and Ensemble ScorersCode5
Test It Before You Trust It: Applying Software Testing for Trustworthy In-context LearningCode0
An Empirical Study of Evaluating Long-form Question AnsweringCode0
Kimi-Audio Technical ReportCode7
VideoMultiAgents: A Multi-Agent Framework for Video Question AnsweringCode1
Pushing the boundary on Natural Language Inference—0
Data-Driven Calibration of Prediction Sets in Large Vision-Language Models Based on Inductive Conformal Prediction—0
Benchmarking Multimodal Mathematical Reasoning with Explicit Visual DependencyCode1
A Comprehensive Survey of Knowledge-Based Vision Question Answering Systems: The Lifecycle of Knowledge in Visual Reasoning Task—0
FinBERT-QA: Financial Question Answering with pre-trained BERT Language ModelsCode2
TraveLLaMA: Facilitating Multi-modal Large Language Models to Understand Urban Scenes and Provide Travel Assistance—0
Survey of Video Diffusion Models: Foundations, Implementations, and ApplicationsCode1
FinDER: Financial Dataset for Question Answering and Evaluating Retrieval-Augmented Generation—0
Towards Understanding Camera Motions in Any Video—0
Efficient Document Retrieval with G-RetrieverCode0
The Great Nugget Recall: Automating Fact Extraction and RAG Evaluation with Large Language Models—0
FinSage: A Multi-aspect RAG System for Financial Filings Question Answering—0
FairSteer: Inference Time Debiasing for LLMs with Dynamic Activation Steering—0
Neglected Risks: The Disturbing Reality of Children's Images in Datasets and the Urgent Call for Accountability—0
A Hierarchical Framework for Measuring Scientific Paper Innovation via Large Language Models—0
CoLoTa: A Dataset for Entity-based Commonsense Reasoning over Long-Tail Knowledge—0
Are Vision LLMs Road-Ready? A Comprehensive Benchmark for Safety-Critical Driving Video UnderstandingCode0
Bottom-Up Synthesis of Knowledge-Grounded Task-Oriented Dialogues with Iteratively Self-Refined Prompts—0
LegalRAG: A Hybrid RAG System for Multilingual Legal Information Retrieval—0
Walk the Talk? Measuring the Faithfulness of Large Language Model ExplanationsCode1
SConU: Selective Conformal Uncertainty in Large Language Models—0
Learning to Attribute with AttentionCode1
Long-context Non-factoid Question Answering in Indic LanguagesCode0
ChartQA-X: Generating Explanations for Charts—0
WebLists: Extracting Structured Information From Complex Interactive Websites Using Executable LLM Agents—0
Benchmarking LLM-based Relevance Judgment MethodsCode0
Hadamard product in deep learning: Introduction, Advances and Challenges—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