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 4401–4450 of 10817 papers

TitleStatusHype
Bias patterns in the application of LLMs for clinical decision support: A comprehensive studyCode0
Wiki-LLaVA: Hierarchical Retrieval-Augmented Generation for Multimodal LLMs—0
Grounded Knowledge-Enhanced Medical VLP for Chest X-Ray—0
XC-Cache: Cross-Attending to Cached Context for Efficient LLM Inference—0
Multi-view Content-aware Indexing for Long Document Retrieval—0
Self-Bootstrapped Visual-Language Model for Knowledge Selection and Question AnsweringCode0
WangLab at MEDIQA-M3G 2024: Multimodal Medical Answer Generation using Large Language Models—0
WangLab at MEDIQA-CORR 2024: Optimized LLM-based Programs for Medical Error Detection and Correction—0
Tree of Reviews: A Tree-based Dynamic Iterative Retrieval Framework for Multi-hop Question Answering—0
Optimal Design for Human Preference Elicitation—0
Exploring Diverse Methods in Visual Question Answering—0
Lost in Space: Probing Fine-grained Spatial Understanding in Vision and Language ResamplersCode0
Listen Then See: Video Alignment with Speaker AttentionCode0
ISQA: Informative Factuality Feedback for Scientific SummarizationCode0
MahaSQuAD: Bridging Linguistic Divides in Marathi Question-Answering—0
Predicting Question Quality on StackOverflow with Neural Networks—0
Look Before You Decide: Prompting Active Deduction of MLLMs for Assumptive Reasoning—0
MM-PhyRLHF: Reinforcement Learning Framework for Multimodal Physics Question-Answering—0
TextSquare: Scaling up Text-Centric Visual Instruction Tuning—0
PDF-MVQA: A Dataset for Multimodal Information Retrieval in PDF-based Visual Question Answering—0
Aligning Language Models to Explicitly Handle AmbiguityCode0
Evaluating AI for Law: Bridging the Gap with Open-Source Solutions—0
EuSQuAD: Automatically Translated and Aligned SQuAD2.0 for BasqueCode0
Enhancing Length Extrapolation in Sequential Models with Pointer-Augmented Neural Memory—0
emrQA-msquad: A Medical Dataset Structured with the SQuAD V2.0 Framework, Enriched with emrQA Medical Information—0
MedThink: Explaining Medical Visual Question Answering via Multimodal Decision-Making Rationale—0
AdvisorQA: Towards Helpful and Harmless Advice-seeking Question Answering with Collective IntelligenceCode0
Reka Core, Flash, and Edge: A Series of Powerful Multimodal Language Models—0
Is There No Such Thing as a Bad Question? H4R: HalluciBot For Ratiocination, Rewriting, Ranking, and Routing—0
Evaluating Span Extraction in Generative Paradigm: A Reflection on Aspect-Based Sentiment Analysis—0
Enhancing Q&A with Domain-Specific Fine-Tuning and Iterative Reasoning: A Comparative Study—0
Language Models Still Struggle to Zero-shot Reason about Time SeriesCode0
Text-controlled Motion Mamba: Text-Instructed Temporal Grounding of Human Motion—0
Consistency Training by Synthetic Question Generation for Conversational Question AnsweringCode0
Find The Gap: Knowledge Base Reasoning For Visual Question Answering—0
Reasoning on Efficient Knowledge Paths:Knowledge Graph Guides Large Language Model for Domain Question Answering—0
ViTextVQA: A Large-Scale Visual Question Answering Dataset for Evaluating Vietnamese Text Comprehension in ImagesCode0
Uncertainty-Based Abstention in LLMs Improves Safety and Reduces Hallucinations—0
CoTAR: Chain-of-Thought Attribution Reasoning with Multi-level Granularity—0
Consistency and Uncertainty: Identifying Unreliable Responses From Black-Box Vision-Language Models for Selective Visual Question Answering—0
HOI-Ref: Hand-Object Interaction Referral in Egocentric Vision—0
Bridging Vision and Language Spaces with Assignment PredictionCode0
Is Table Retrieval a Solved Problem? Exploring Join-Aware Multi-Table Retrieval—0
Unveiling LLM Evaluation Focused on Metrics: Challenges and Solutions—0
Cross-Data Knowledge Graph Construction for LLM-enabled Educational Question-Answering System: A Case Study at HCMUT—0
GeMQuAD : Generating Multilingual Question Answering Datasets from Large Language Models using Few Shot Learning—0
Pretraining and Updates of Domain-Specific LLM: A Case Study in the Japanese Business Domain—0
Synthetic Dataset Creation and Fine-Tuning of Transformer Models for Question Answering in SerbianCode0
Small Models Are (Still) Effective Cross-Domain Argument ExtractorsCode0
Improving Health Question Answering with Reliable and Time-Aware Evidence RetrievalCode0
Show:102550
← PrevPage 89 of 217Next →
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