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 1651–1700 of 10817 papers

TitleStatusHype
CoLoR-Filter: Conditional Loss Reduction Filtering for Targeted Language Model Pre-trainingCode1
Knowledge-Based Video Question Answering with Unsupervised Scene DescriptionsCode1
Knowledge-driven Data Construction for Zero-shot Evaluation in Commonsense Question AnsweringCode1
Fine-grained Image Classification and Retrieval by Combining Visual and Locally Pooled Textual FeaturesCode1
KLEJ: Comprehensive Benchmark for Polish Language UnderstandingCode1
KITLM: Domain-Specific Knowledge InTegration into Language Models for Question AnsweringCode1
AntifakePrompt: Prompt-Tuned Vision-Language Models are Fake Image DetectorsCode1
PhysGame: Uncovering Physical Commonsense Violations in Gameplay VideosCode1
Knowing More About Questions Can Help: Improving Calibration in Question AnsweringCode1
Building Efficient and Effective OpenQA Systems for Low-Resource LanguagesCode1
Collab-RAG: Boosting Retrieval-Augmented Generation for Complex Question Answering via White-Box and Black-Box LLM CollaborationCode1
FiTs: Fine-grained Two-stage Training for Knowledge-aware Question AnsweringCode1
Cognitive Visual-Language Mapper: Advancing Multimodal Comprehension with Enhanced Visual Knowledge AlignmentCode1
FloodNet: A High Resolution Aerial Imagery Dataset for Post Flood Scene UnderstandingCode1
Knowledgeable Preference Alignment for LLMs in Domain-specific Question AnsweringCode1
Plug-and-Play Document Modules for Pre-trained ModelsCode1
Fool Your (Vision and) Language Model With Embarrassingly Simple PermutationsCode1
FoodieQA: A Multimodal Dataset for Fine-Grained Understanding of Chinese Food CultureCode1
Formal Query Building with Query Structure Prediction for Complex Question Answering over Knowledge BaseCode1
Knowledge Editing with Dynamic Knowledge Graphs for Multi-Hop Question AnsweringCode1
A Survey on Efficient Vision-Language ModelsCode1
ByT5: Towards a token-free future with pre-trained byte-to-byte modelsCode1
KGLM: Integrating Knowledge Graph Structure in Language Models for Link PredictionCode1
CABINET: Content Relevance based Noise Reduction for Table Question AnsweringCode1
CodeQA: A Question Answering Dataset for Source Code ComprehensionCode1
COBRA: Contrastive Bi-Modal Representation AlgorithmCode1
Code-Style In-Context Learning for Knowledge-Based Question AnsweringCode1
KG-Retriever: Efficient Knowledge Indexing for Retrieval-Augmented Large Language ModelsCode1
Coarse-to-Fine Vision-Language Pre-training with Fusion in the BackboneCode1
CogMG: Collaborative Augmentation Between Large Language Model and Knowledge GraphCode1
Coarse-to-Fine Reasoning for Visual Question AnsweringCode1
CAT-ViL: Co-Attention Gated Vision-Language Embedding for Visual Question Localized-Answering in Robotic SurgeryCode1
Compositional Semantic Parsing on Semi-Structured TablesCode1
Calibrating Large Language Models Using Their Generations OnlyCode1
Predicting the Performance of Black-box LLMs through Self-QueriesCode1
KILT: a Benchmark for Knowledge Intensive Language TasksCode1
KQA Pro: A Dataset with Explicit Compositional Programs for Complex Question Answering over Knowledge BaseCode1
From Values to Opinions: Predicting Human Behaviors and Stances Using Value-Injected Large Language ModelsCode1
Clues Before Answers: Generation-Enhanced Multiple-Choice QACode1
From Representation to Reasoning: Towards both Evidence and Commonsense Reasoning for Video Question-AnsweringCode1
CALM : A Multi-task Benchmark for Comprehensive Assessment of Language Model BiasCode1
A Personalized Dense Retrieval Framework for Unified Information AccessCode1
Frustratingly Easy Label Projection for Cross-lingual TransferCode1
KELM: Knowledge Enhanced Pre-Trained Language Representations with Message Passing on Hierarchical Relational GraphsCode1
CLTR: An End-to-End, Transformer-Based System for Cell Level Table Retrieval and Table Question AnsweringCode1
Fusing Context Into Knowledge Graph for Commonsense Question AnsweringCode1
KBQA-o1: Agentic Knowledge Base Question Answering with Monte Carlo Tree SearchCode1
KETM:A Knowledge-Enhanced Text Matching methodCode1
Closed Loop Neural-Symbolic Learning via Integrating Neural Perception, Grammar Parsing, and Symbolic ReasoningCode1
Clover: Towards A Unified Video-Language Alignment and Fusion ModelCode1
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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