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 2626–2650 of 10817 papers

TitleStatusHype
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
SpatialReasoner: Towards Explicit and Generalizable 3D Spatial Reasoning—0
Test It Before You Trust It: Applying Software Testing for Trustworthy In-context LearningCode0
An Empirical Study of Evaluating Long-form Question AnsweringCode0
Pushing the boundary on Natural Language Inference—0
A Comprehensive Survey of Knowledge-Based Vision Question Answering Systems: The Lifecycle of Knowledge in Visual Reasoning Task—0
Data-Driven Calibration of Prediction Sets in Large Vision-Language Models Based on Inductive Conformal Prediction—0
TraveLLaMA: Facilitating Multi-modal Large Language Models to Understand Urban Scenes and Provide Travel Assistance—0
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
Are Vision LLMs Road-Ready? A Comprehensive Benchmark for Safety-Critical Driving Video UnderstandingCode0
FairSteer: Inference Time Debiasing for LLMs with Dynamic Activation Steering—0
A Hierarchical Framework for Measuring Scientific Paper Innovation via Large Language Models—0
FinSage: A Multi-aspect RAG System for Financial Filings Question Answering—0
Neglected Risks: The Disturbing Reality of Children's Images in Datasets and the Urgent Call for Accountability—0
CoLoTa: A Dataset for Entity-based Commonsense Reasoning over Long-Tail Knowledge—0
SConU: Selective Conformal Uncertainty in Large Language Models—0
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
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
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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