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 3851–3900 of 10817 papers

TitleStatusHype
A Survey for Large Language Models in Biomedicine—0
LLM-Based Multi-Hop Question Answering with Knowledge Graph Integration in Evolving Environments—0
Can Visual Language Models Replace OCR-Based Visual Question Answering Pipelines in Production? A Case Study in Retail—0
Can SAR improve RSVQA performance?—0
Boosting Lossless Speculative Decoding via Feature Sampling and Partial Alignment Distillation—0
Zero-Shot Visual Reasoning by Vision-Language Models: Benchmarking and Analysis—0
Evidence-Enhanced Triplet Generation Framework for Hallucination Alleviation in Generative Question Answering—0
Multi-Modal Instruction-Tuning Small-Scale Language-and-Vision Assistant for Semiconductor Electron Micrograph Analysis—0
A Statistical Framework for Data-dependent Retrieval-Augmented Models—0
MMR: Evaluating Reading Ability of Large Multimodal Models—0
Towards Graph Prompt Learning: A Survey and Beyond—0
Question answering system of bridge design specification based on large language modelCode0
Evaluating Attribute Comprehension in Large Vision-Language ModelsCode0
Towards Reliable Medical Question Answering: Techniques and Challenges in Mitigating Hallucinations in Language Models—0
Biomedical Large Languages Models Seem not to be Superior to Generalist Models on Unseen Medical Data—0
DHP Benchmark: Are LLMs Good NLG Evaluators?—0
Knowledge-Aware Reasoning over Multimodal Semi-structured Tables—0
CoT Rerailer: Enhancing the Reliability of Large Language Models in Complex Reasoning Tasks through Error Detection and Correction—0
IQA-EVAL: Automatic Evaluation of Human-Model Interactive Question Answering—0
Utilizing Large Language Models for Named Entity Recognition in Traditional Chinese Medicine against COVID-19 Literature: Comparative Study—0
Integrating Multi-Head Convolutional Encoders with Cross-Attention for Improved SPARQL Query Translation—0
Towards Human-Level Understanding of Complex Process Engineering Schematics: A Pedagogical, Introspective Multi-Agent Framework for Open-Domain Question Answering—0
Examining the Commitments and Difficulties Inherent in Multimodal Foundation Models for Street View Imagery—0
Internal and External Knowledge Interactive Refinement Framework for Knowledge-Intensive Question Answering—0
Foundational Model for Electron Micrograph Analysis: Instruction-Tuning Small-Scale Language-and-Vision Assistant for Enterprise Adoption—0
Enhanced Fine-Tuning of Lightweight Domain-Specific Q&A Model Based on Large Language ModelsCode0
LLMs are not Zero-Shot Reasoners for Biomedical Information Extraction—0
Fine-tuning Smaller Language Models for Question Answering over Financial Documents—0
MultiMed: Massively Multimodal and Multitask Medical Understanding—0
Vintern-1B: An Efficient Multimodal Large Language Model for Vietnamese—0
Assessing Modality Bias in Video Question Answering Benchmarks with Multimodal Large Language Models—0
CluMo: Cluster-based Modality Fusion Prompt for Continual Learning in Visual Question AnsweringCode0
Multimodal Datasets and Benchmarks for Reasoning about Dynamic Spatio-Temporality in Everyday Environments—0
RConE: Rough Cone Embedding for Multi-Hop Logical Query Answering on Multi-Modal Knowledge GraphsCode0
DocTabQA: Answering Questions from Long Documents Using TablesCode0
Differentiating Choices via Commonality for Multiple-Choice Question AnsweringCode0
Swarm Intelligence in Geo-Localization: A Multi-Agent Large Vision-Language Model Collaborative Framework—0
Mathematical Information Retrieval: Search and Question Answering—0
Reasoning and Tools for Human-Level Forecasting—0
What are the limits of cross-lingual dense passage retrieval for low-resource languages?—0
Ancient Wisdom, Modern Tools: Exploring Retrieval-Augmented LLMs for Ancient Indian PhilosophyCode0
Multilingual Non-Factoid Question Answering with Answer Paragraph SelectionCode0
GS-KGC: A Generative Subgraph-based Framework for Knowledge Graph Completion with Large Language Models—0
QUITO-X: A New Perspective on Context Compression from the Information Bottleneck Theory—0
Large Language Model Driven Recommendation—0
Putting People in LLMs' Shoes: Generating Better Answers via Question RewriterCode0
ColBERT Retrieval and Ensemble Response Scoring for Language Model Question AnsweringCode0
CoDi: Conversational Distillation for Grounded Question Answering—0
Ranking Generated Answers: On the Agreement of Retrieval Models with Humans on Consumer Health QuestionsCode0
Multilingual Needle in a Haystack: Investigating Long-Context Behavior of Multilingual Large Language ModelsCode0
Show:102550
← PrevPage 78 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