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

Showing 11511200 of 10817 papers

TitleStatusHype
End-to-End Beam Retrieval for Multi-Hop Question AnsweringCode1
Tem-adapter: Adapting Image-Text Pretraining for Video Question AnswerCode1
AutoGen: Enabling Next-Gen LLM Applications via Multi-Agent ConversationCode1
Pro-Cap: Leveraging a Frozen Vision-Language Model for Hateful Meme DetectionCode1
Foundation Model is Efficient Multimodal Multitask Model SelectorCode1
KETM:A Knowledge-Enhanced Text Matching methodCode1
Detecting and Preventing Hallucinations in Large Vision Language ModelsCode1
Progressive Spatio-temporal Perception for Audio-Visual Question AnsweringCode1
OmniDataComposer: A Unified Data Structure for Multimodal Data Fusion and Infinite Data GenerationCode1
Towards an AI to Win Ghana's National Science and Maths QuizCode1
SciGraphQA: A Large-Scale Synthetic Multi-Turn Question-Answering Dataset for Scientific GraphsCode1
KITLM: Domain-Specific Knowledge InTegration into Language Models for Question AnsweringCode1
Baby's CoThought: Leveraging Large Language Models for Enhanced Reasoning in Compact ModelsCode1
SelfCheck: Using LLMs to Zero-Shot Check Their Own Step-by-Step ReasoningCode1
Evaluating Correctness and Faithfulness of Instruction-Following Models for Question AnsweringCode1
Synthesizing Event-centric Knowledge Graphs of Daily Activities Using Virtual SpaceCode1
Discovering Spatio-Temporal Rationales for Video Question AnsweringCode1
Expert Knowledge-Aware Image Difference Graph Representation Learning for Difference-Aware Medical Visual Question AnsweringCode1
Generator-Retriever-Generator Approach for Open-Domain Question AnsweringCode1
Investigating the Factual Knowledge Boundary of Large Language Models with Retrieval AugmentationCode1
Explaining Autonomous Driving Actions with Visual Question AnsweringCode1
Question Decomposition Improves the Faithfulness of Model-Generated ReasoningCode1
Coupling Large Language Models with Logic Programming for Robust and General Reasoning from TextCode1
EgoVLPv2: Egocentric Video-Language Pre-training with Fusion in the BackboneCode1
One-Versus-Others Attention: Scalable Multimodal Integration for Biomedical DataCode1
CAT-ViL: Co-Attention Gated Vision-Language Embedding for Visual Question Localized-Answering in Robotic SurgeryCode1
Rad-ReStruct: A Novel VQA Benchmark and Method for Structured Radiology ReportingCode1
BeaverTails: Towards Improved Safety Alignment of LLM via a Human-Preference DatasetCode1
Event Extraction as Question Generation and AnsweringCode1
Self-Adaptive Sampling for Efficient Video Question-Answering on Image--Text ModelsCode1
Multi-granularity Temporal Question Answering over Knowledge GraphsCode1
Answering Ambiguous Questions via Iterative PromptingCode1
PRD: Peer Rank and Discussion Improve Large Language Model based EvaluationsCode1
Improving Retrieval-Augmented Large Language Models via Data Importance LearningCode1
Text Alignment Is An Efficient Unified Model for Massive NLP TasksCode1
Won't Get Fooled Again: Answering Questions with False PremisesCode1
Localized Questions in Medical Visual Question AnsweringCode1
Shifting Attention to Relevance: Towards the Predictive Uncertainty Quantification of Free-Form Large Language ModelsCode1
Multimodal Prompt Retrieval for Generative Visual Question AnsweringCode1
Answer Mining from a Pool of Images: Towards Retrieval-Based Visual Question AnsweringCode1
FunQA: Towards Surprising Video ComprehensionCode1
Fauno: The Italian Large Language Model that will leave you senza parole!Code1
RobuT: A Systematic Study of Table QA Robustness Against Human-Annotated Adversarial PerturbationsCode1
Resources and Evaluations for Multi-Distribution Dense Information RetrievalCode1
ECG-QA: A Comprehensive Question Answering Dataset Combined With ElectrocardiogramCode1
Investigating Prompting Techniques for Zero- and Few-Shot Visual Question AnsweringCode1
Conformal Language ModelingCode1
COSA: Concatenated Sample Pretrained Vision-Language Foundation ModelCode1
Towards Benchmarking and Improving the Temporal Reasoning Capability of Large Language ModelsCode1
Scalable Neural-Probabilistic Answer Set ProgrammingCode1
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1IE-Net (ensemble)EM90.94Unverified
2FPNet (ensemble)EM90.87Unverified
3IE-NetV2 (ensemble)EM90.86Unverified
4SA-Net on Albert (ensemble)EM90.72Unverified
5SA-Net-V2 (ensemble)EM90.68Unverified
6FPNet (ensemble)EM90.6Unverified
7Retro-Reader (ensemble)EM90.58Unverified
8EntitySpanFocusV2 (ensemble)EM90.52Unverified
9TransNets + SFVerifier + SFEnsembler (ensemble)EM90.49Unverified
10EntitySpanFocus+AT (ensemble)EM90.45Unverified