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 5426–5450 of 10817 papers

TitleStatusHype
FC-KBQA: A Fine-to-Coarse Composition Framework for Knowledge Base Question Answering—0
Switch-BERT: Learning to Model Multimodal Interactions by Switching Attention and Input—0
Low-Rank Prune-And-Factorize for Language Model Compression—0
Visual Question Answering in Remote Sensing with Cross-Attention and Multimodal Information Bottleneck—0
Retrieving Supporting Evidence for LLMs Generated Answers—0
Public Attitudes Toward ChatGPT on Twitter: Sentiments, Topics, and OccupationsCode0
TaCA: Upgrading Your Visual Foundation Model with Task-agnostic Compatible AdapterCode0
CompMix: A Benchmark for Heterogeneous Question Answering—0
LoSparse: Structured Compression of Large Language Models based on Low-Rank and Sparse Approximation—0
Persian Semantic Role Labeling Using Transfer Learning and BERT-Based Models—0
ClinicalGPT: Large Language Models Finetuned with Diverse Medical Data and Comprehensive Evaluation—0
Clickbait Classification and Spoiling Using Natural Language Processing—0
Pushing the Limits of ChatGPT on NLP Tasks—0
Learning to Summarize and Answer Questions about a Virtual Robot's Past Actions—0
Opportunities and Challenges for ChatGPT and Large Language Models in Biomedicine and Health—0
Encyclopedic VQA: Visual questions about detailed properties of fine-grained categories—0
Neural models for Factual Inconsistency Classification with ExplanationsCode0
Retrieving-to-Answer: Zero-Shot Video Question Answering with Frozen Large Language Models—0
DiPlomat: A Dialogue Dataset for Situated Pragmatic Reasoning—0
Unifying Large Language Models and Knowledge Graphs: A Roadmap—0
Visual Question Answering (VQA) on Images with Superimposed Text—0
Safeguarding Data in Multimodal AI: A Differentially Private Approach to CLIP TrainingCode0
Soft Language Clustering for Multilingual Model Pre-training—0
AVIS: Autonomous Visual Information Seeking with Large Language Model Agent—0
Improving Opinion-based Question Answering Systems Through Label Error Detection and Overwrite—0
Show:102550
← PrevPage 218 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