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 4176–4200 of 10817 papers

TitleStatusHype
Multi-Modal Retrieval For Large Language Model Based Speech Recognition—0
DiscreteSLU: A Large Language Model with Self-Supervised Discrete Speech Units for Spoken Language Understanding—0
Towards Multilingual Audio-Visual Question AnsweringCode0
Optimizing Visual Question Answering Models for Driving: Bridging the Gap Between Human and Machine Attention Patterns—0
No perspective, no perception!! Perspective-aware Healthcare Answer SummarizationCode0
Research Trends for the Interplay between Large Language Models and Knowledge Graphs—0
Prediction of the Realisation of an Information Need: An EEG Study—0
Dynamic Stochastic Decoding Strategy for Open-Domain Dialogue Generation—0
DistilDoc: Knowledge Distillation for Visually-Rich Document Applications—0
Paraphrasing in Affirmative Terms Improves Negation Understanding—0
Efficient Parallel Multi-Hop Reasoning: A Scalable Approach for Knowledge Graph Analysis—0
DR-RAG: Applying Dynamic Document Relevance to Retrieval-Augmented Generation for Question-Answering—0
Scholarly Question Answering using Large Language Models in the NFDI4DataScience GatewayCode0
Benchmarking Vision-Language Contrastive Methods for Medical Representation LearningCode0
MBBQ: A Dataset for Cross-Lingual Comparison of Stereotypes in Generative LLMsCode0
Question-Answering (QA) Model for a Personalized Learning Assistant for Arabic Language—0
DARA: Decomposition-Alignment-Reasoning Autonomous Language Agent for Question Answering over Knowledge GraphsCode0
HOLMES: Hyper-Relational Knowledge Graphs for Multi-hop Question Answering using LLMs—0
MedExQA: Medical Question Answering Benchmark with Multiple ExplanationsCode0
Solution for SMART-101 Challenge of CVPR Multi-modal Algorithmic Reasoning Task 2024—0
Evaluating the Retrieval Component in LLM-Based Question Answering Systems—0
Transforming Wearable Data into Health Insights using Large Language Model Agents—0
Should We Fine-Tune or RAG? Evaluating Different Techniques to Adapt LLMs for DialogueCode0
BrainChat: Decoding Semantic Information from fMRI using Vision-language Pretrained Models—0
CVQA: Culturally-diverse Multilingual Visual Question Answering Benchmark—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