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

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 476–500 of 10817 papers

TitleStatusHype
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
Show:102550
← PrevPage 20 of 433Next →
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