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 15511600 of 10817 papers

TitleStatusHype
Answering Ambiguous Questions via Iterative PromptingCode1
ETC: Encoding Long and Structured Inputs in TransformersCode1
Coarse-to-Fine Reasoning for Visual Question AnsweringCode1
Interactive-KBQA: Multi-Turn Interactions for Knowledge Base Question Answering with Large Language ModelsCode1
Interconnected Question Generation with Coreference Alignment and Conversation Flow ModelingCode1
IntentionQA: A Benchmark for Evaluating Purchase Intention Comprehension Abilities of Language Models in E-commerceCode1
Answering Complex Open-Domain Questions with Multi-Hop Dense RetrievalCode1
InstructionGPT-4: A 200-Instruction Paradigm for Fine-Tuning MiniGPT-4Code1
Ethics Sheets for AI TasksCode1
Block Pruning For Faster TransformersCode1
Interacted Object Grounding in Spatio-Temporal Human-Object InteractionsCode1
Multimodal Co-Attention Transformer for Survival Prediction in Gigapixel Whole Slide ImagesCode1
Evaluating Entity Disambiguation and the Role of Popularity in Retrieval-Based NLPCode1
Multimodal fusion of imaging and genomics for lung cancer recurrence predictionCode1
Multimodal Inverse Cloze Task for Knowledge-based Visual Question AnsweringCode1
Evaluating Correctness and Faithfulness of Instruction-Following Models for Question AnsweringCode1
InsQABench: Benchmarking Chinese Insurance Domain Question Answering with Large Language ModelsCode1
COBRA: Contrastive Bi-Modal Representation AlgorithmCode1
Interactive Grounded Language Acquisition and Generalization in a 2D WorldCode1
Evaluating language models as risk scoresCode1
Agentic Keyframe Search for Video Question AnsweringCode1
BoolQ: Exploring the Surprising Difficulty of Natural Yes/No QuestionsCode1
Boosting Audio Visual Question Answering via Key Semantic-Aware CuesCode1
Inter-GPS: Interpretable Geometry Problem Solving with Formal Language and Symbolic ReasoningCode1
Evaluating Open-QA EvaluationCode1
Evaluating Open-Domain Question Answering in the Era of Large Language ModelsCode1
Boosting Healthcare LLMs Through Retrieved ContextCode1
Investigating the Factual Knowledge Boundary of Large Language Models with Retrieval AugmentationCode1
CL-ReLKT: Cross-lingual Language Knowledge Transfer for Multilingual Retrieval Question AnsweringCode1
Evaluating Theory of Mind in Question AnsweringCode1
Evaluating Very Long-Term Conversational Memory of LLM AgentsCode1
Can ChatGPT Replace Traditional KBQA Models? An In-depth Analysis of the Question Answering Performance of the GPT LLM FamilyCode1
Clover: Towards A Unified Video-Language Alignment and Fusion ModelCode1
Example-Based Named Entity RecognitionCode1
Answering Numerical Reasoning Questions in Table-Text Hybrid Contents with Graph-based Encoder and Tree-based DecoderCode1
Event Extraction as Question Generation and AnsweringCode1
MuMuQA: Multimedia Multi-Hop News Question Answering via Cross-Media Knowledge Extraction and GroundingCode1
MuSiQue: Multihop Questions via Single-hop Question CompositionCode1
Evolving Prompts In-Context: An Open-ended, Self-replicating PerspectiveCode1
Evidentiality-guided Generation for Knowledge-Intensive NLP TasksCode1
BRAINTEASER: Lateral Thinking Puzzles for Large Language ModelsCode1
Expert Knowledge-Aware Image Difference Graph Representation Learning for Difference-Aware Medical Visual Question AnsweringCode1
Answering Questions by Meta-Reasoning over Multiple Chains of ThoughtCode1
EXAMS: A Multi-Subject High School Examinations Dataset for Cross-Lingual and Multilingual Question AnsweringCode1
CLTR: An End-to-End, Transformer-Based System for Cell Level Table Retrieval and Table Question AnsweringCode1
Nearest Neighbor Normalization Improves Multimodal RetrievalCode1
Closed Loop Neural-Symbolic Learning via Integrating Neural Perception, Grammar Parsing, and Symbolic ReasoningCode1
Expand, Rerank, and Retrieve: Query Reranking for Open-Domain Question AnsweringCode1
CLIP-Guided Vision-Language Pre-training for Question Answering in 3D ScenesCode1
Injecting Numerical Reasoning Skills into Language ModelsCode1
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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