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 4151–4200 of 10817 papers

TitleStatusHype
LLARVA: Vision-Action Instruction Tuning Enhances Robot Learning—0
Refiner: Restructure Retrieval Content Efficiently to Advance Question-Answering CapabilitiesCode0
Adaptive Query Rewriting: Aligning Rewriters through Marginal Probability of Conversational Answers—0
Multi-LLM QA with Embodied Exploration—0
Mixture-of-Subspaces in Low-Rank AdaptationCode0
Identifying Query-Relevant Neurons in Large Language Models for Long-Form TextsCode0
HiddenTables & PyQTax: A Cooperative Game and Dataset For TableQA to Ensure Scale and Data Privacy Across a Myriad of Taxonomies—0
Towards Lifelong Dialogue Agents via Timeline-based Memory Management—0
VCEval: Rethinking What is a Good Educational Video and How to Automatically Evaluate It—0
On the Hardness of Faithful Chain-of-Thought Reasoning in Large Language Models—0
MMLU-SR: A Benchmark for Stress-Testing Reasoning Capability of Large Language Models—0
Beyond Raw Videos: Understanding Edited Videos with Large Multimodal ModelCode0
Large Language Models as Interpolated and Extrapolated Event PredictorsCode0
SHMamba: Structured Hyperbolic State Space Model for Audio-Visual Question Answering—0
Integrating Large Language Models with Graph-based Reasoning for Conversational Question Answering—0
CHIRON: Rich Character Representations in Long-Form NarrativesCode0
EWEK-QA: Enhanced Web and Efficient Knowledge Graph Retrieval for Citation-based Question Answering Systems—0
Enhancing Question Answering on Charts Through Effective Pre-training Tasks—0
Efficient Prompting for LLM-based Generative Internet of Things—0
Precision Empowers, Excess Distracts: Visual Question Answering With Dynamically Infused Knowledge In Language Models—0
Detecting and Evaluating Medical Hallucinations in Large Vision Language Models—0
Datasets for Multilingual Answer Sentence Selection—0
A Survey of Video Datasets for Grounded Event UnderstandingCode0
GLiNER multi-task: Generalist Lightweight Model for Various Information Extraction Tasks—0
A Training-free Sub-quadratic Cost Transformer Model Serving Framework With Hierarchically Pruned Attention—0
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