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 8701–8725 of 10817 papers

TitleStatusHype
Improving Pre-trained Language Model Fine-tuning with Noise Stability Regularization—0
Fine-tuning Pre-trained Named Entity Recognition Models For Indian Languages—0
Correlation Information Bottleneck: Towards Adapting Pretrained Multimodal Models for Robust Visual Question Answering—0
Fine-tuning Smaller Language Models for Question Answering over Financial Documents—0
Fine-tuning Strategies for Domain Specific Question Answering under Low Annotation Budget Constraints—0
Fine-tuning Strategies for Domain Specific Question Answering under Low Annotation Budget Constraints—0
Fine-tuning Transformer-based Encoder for Turkish Language Understanding Tasks—0
Fine-tuning vs From Scratch: Do Vision & Language Models Have Similar Capabilities on Out-of-Distribution Visual Question Answering?—0
FinLLMs: A Framework for Financial Reasoning Dataset Generation with Large Language Models—0
FinMath: Injecting a Tree-structured Solver for Question Answering over Financial Reports—0
Finnish SQuAD: A Simple Approach to Machine Translation of Span Annotations—0
FinQAPT: Empowering Financial Decisions with End-to-End LLM-driven Question Answering Pipeline—0
FinRAGBench-V: A Benchmark for Multimodal RAG with Visual Citation in the Financial Domain—0
FinSage: A Multi-aspect RAG System for Financial Filings Question Answering—0
FinTextQA: A Dataset for Long-form Financial Question Answering—0
FireAct: Toward Language Agent Fine-tuning—0
First approach toward Semantic Role Labeling for Basque—0
First Place Solution to the Multiple-choice Video QA Track of The Second Perception Test Challenge—0
First steps towards a Predicate Matrix—0
First Token Probability Guided RAG for Telecom Question Answering—0
FIT-RAG: Black-Box RAG with Factual Information and Token Reduction—0
FLAASH: Flow-Attention Adaptive Semantic Hierarchical Fusion for Multi-Modal Tobacco Content Analysis—0
Flagging Comprehensibility Issues in Hindi Text with Question Answering—0
FLARE: Faithful Logic-Aided Reasoning and Exploration—0
FlexCap: Describe Anything in Images in Controllable Detail—0
Show:102550
← PrevPage 349 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