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 651–700 of 10817 papers

TitleStatusHype
Evaluating Correctness and Faithfulness of Instruction-Following Models for Question AnsweringCode1
AlanaVLM: A Multimodal Embodied AI Foundation Model for Egocentric Video UnderstandingCode1
ChartInstruct: Instruction Tuning for Chart Comprehension and ReasoningCode1
Ethics Sheets for AI TasksCode1
Evaluating Human-Language Model InteractionCode1
Error Analysis Prompting Enables Human-Like Translation Evaluation in Large Language ModelsCode1
Characterizing Truthfulness in Large Language Model Generations with Local Intrinsic DimensionCode1
ESTER: A Machine Reading Comprehension Dataset for Event Semantic Relation ReasoningCode1
CAT-ViL: Co-Attention Gated Vision-Language Embedding for Visual Question Localized-Answering in Robotic SurgeryCode1
CLAPNQ: Cohesive Long-form Answers from Passages in Natural Questions for RAG systemsCode1
ERNIE-Layout: Layout Knowledge Enhanced Pre-training for Visually-rich Document UnderstandingCode1
AdaCAD: Adaptively Decoding to Balance Conflicts between Contextual and Parametric KnowledgeCode1
Change Detection Meets Visual Question AnsweringCode1
CharacterBox: Evaluating the Role-Playing Capabilities of LLMs in Text-Based Virtual WorldsCode1
CharBERT: Character-aware Pre-trained Language ModelCode1
ChatGPT: Jack of all trades, master of noneCode1
ETC: Encoding Long and Structured Inputs in TransformersCode1
Evaluating Image Hallucination in Text-to-Image Generation with Question-AnsweringCode1
Event Extraction as Question Generation and AnsweringCode1
Extracting Definienda in Mathematical Scholarly Articles with TransformersCode1
Chain-of-Skills: A Configurable Model for Open-domain Question AnsweringCode1
AIT-QA: Question Answering Dataset over Complex Tables in the Airline IndustryCode1
Cue-CoT: Chain-of-thought Prompting for Responding to In-depth Dialogue Questions with LLMsCode1
ActiView: Evaluating Active Perception Ability for Multimodal Large Language ModelsCode1
AISecKG: Knowledge Graph Dataset for Cybersecurity EducationCode1
ChainCQG: Flow-Aware Conversational Question GenerationCode1
AIONER: All-in-one scheme-based biomedical named entity recognition using deep learningCode1
Chain-of-Layer: Iteratively Prompting Large Language Models for Taxonomy Induction from Limited ExamplesCode1
ERAGent: Enhancing Retrieval-Augmented Language Models with Improved Accuracy, Efficiency, and PersonalizationCode1
CC-Riddle: A Question Answering Dataset of Chinese Character RiddlesCode1
CCQA: A New Web-Scale Question Answering Dataset for Model Pre-TrainingCode1
Cerbero-7B: A Leap Forward in Language-Specific LLMs Through Enhanced Chat Corpus Generation and EvaluationCode1
CBR-RAG: Case-Based Reasoning for Retrieval Augmented Generation in LLMs for Legal Question AnsweringCode1
EntQA: Entity Linking as Question AnsweringCode1
MR-GSM8K: A Meta-Reasoning Benchmark for Large Language Model EvaluationCode1
Entity-Based Knowledge Conflicts in Question AnsweringCode1
AI2-THOR: An Interactive 3D Environment for Visual AICode1
CBench: Towards Better Evaluation of Question Answering Over Knowledge GraphsCode1
Entity-Enriched Neural Models for Clinical Question AnsweringCode1
Equivariant and Invariant Grounding for Video Question AnsweringCode1
ERICA: Improving Entity and Relation Understanding for Pre-trained Language Models via Contrastive LearningCode1
CausalChaos! Dataset for Comprehensive Causal Action Question Answering Over Longer Causal Chains Grounded in Dynamic Visual ScenesCode1
Causal Distillation for Language ModelsCode1
Enhancing Table Recognition with Vision LLMs: A Benchmark and Neighbor-Guided Toolchain ReasonerCode1
Enhancing Vision-Language Pre-Training with Jointly Learned Questioner and Dense CaptionerCode1
Enhancing Visual Question Answering through Question-Driven Image Captions as PromptsCode1
Enhancing In-Context Learning with Answer Feedback for Multi-Span Question AnsweringCode1
Enhancing Contextual Understanding in Large Language Models through Contrastive DecodingCode1
Enhancing LLM's Cognition via StructurizationCode1
ABCD: A Graph Framework to Convert Complex Sentences to a Covering Set of Simple SentencesCode1
Show:102550
← PrevPage 14 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