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 851–900 of 10817 papers

TitleStatusHype
Characterizing Truthfulness in Large Language Model Generations with Local Intrinsic DimensionCode1
Faithful Multimodal Explanation for Visual Question AnsweringCode1
Connecting the Dots: A Knowledgeable Path Generator for Commonsense Question AnsweringCode1
APOLLO: An Optimized Training Approach for Long-form Numerical ReasoningCode1
Constructing Benchmarks and Interventions for Combating Hallucinations in LLMsCode1
Consistency Regularization for Cross-Lingual Fine-TuningCode1
Constructing A Multi-hop QA Dataset for Comprehensive Evaluation of Reasoning StepsCode1
Gracefully Filtering Backdoor Samples for Generative Large Language Models without RetrainingCode1
Context-Aware Alignment and Mutual Masking for 3D-Language Pre-TrainingCode1
Context-Aware Answer Extraction in Question AnsweringCode1
FedMatch: Federated Learning Over Heterogeneous Question Answering DataCode1
Context Awareness Gate For Retrieval Augmented GenerationCode1
AfriQA: Cross-lingual Open-Retrieval Question Answering for African LanguagesCode1
Contextualized Sparse Representations for Real-Time Open-Domain Question AnsweringCode1
AI2-THOR: An Interactive 3D Environment for Visual AICode1
CorefQA: Coreference Resolution as Query-based Span PredictionCode1
ConTEXTual Net: A Multimodal Vision-Language Model for Segmentation of PneumothoraxCode1
Chain-of-Layer: Iteratively Prompting Large Language Models for Taxonomy Induction from Limited ExamplesCode1
ChainCQG: Flow-Aware Conversational Question GenerationCode1
Expressive Scene Graph Generation Using Commonsense Knowledge Infusion for Visual Understanding and ReasoningCode1
Extending Context Window of Large Language Models via Semantic CompressionCode1
An Optimal Algorithm for Finding Champions in Tournament GraphsCode1
CCQA: A New Web-Scale Question Answering Dataset for Model Pre-TrainingCode1
CC-Riddle: A Question Answering Dataset of Chinese Character RiddlesCode1
CBench: Towards Better Evaluation of Question Answering Over Knowledge GraphsCode1
CBR-RAG: Case-Based Reasoning for Retrieval Augmented Generation in LLMs for Legal Question AnsweringCode1
AQuaMuSe: Automatically Generating Datasets for Query-Based Multi-Document SummarizationCode1
ContraDoc: Understanding Self-Contradictions in Documents with Large Language ModelsCode1
AIONER: All-in-one scheme-based biomedical named entity recognition using deep learningCode1
Controllable Generation from Pre-trained Language Models via Inverse PromptingCode1
Cerbero-7B: A Leap Forward in Language-Specific LLMs Through Enhanced Chat Corpus Generation and EvaluationCode1
Contrastive Video Question Answering via Video Graph TransformerCode1
AISecKG: Knowledge Graph Dataset for Cybersecurity EducationCode1
ControlLM: Crafting Diverse Personalities for Language ModelsCode1
ActiView: Evaluating Active Perception Ability for Multimodal Large Language ModelsCode1
Conversational Question Answering over Passages by Leveraging Word Proximity NetworksCode1
Chain-of-Skills: A Configurable Model for Open-domain Question AnsweringCode1
Extracting Definienda in Mathematical Scholarly Articles with TransformersCode1
HCQA @ Ego4D EgoSchema Challenge 2024Code1
Hengam: An Adversarially Trained Transformer for Persian Temporal TaggingCode1
AraBERT: Transformer-based Model for Arabic Language UnderstandingCode1
ConvoSumm: Conversation Summarization Benchmark and Improved Abstractive Summarization with Argument MiningCode1
ArabicaQA: A Comprehensive Dataset for Arabic Question AnsweringCode1
CoQAR: Question Rewriting on CoQACode1
Exploring the Benefits of Training Expert Language Models over Instruction TuningCode1
Exploring the State of the Art in Legal QA SystemsCode1
Counterfactual Samples Synthesizing and Training for Robust Visual Question AnsweringCode1
AraGPT2: Pre-Trained Transformer for Arabic Language GenerationCode1
Causal Distillation for Language ModelsCode1
CausalChaos! Dataset for Comprehensive Causal Action Question Answering Over Longer Causal Chains Grounded in Dynamic Visual ScenesCode1
Show:102550
← PrevPage 18 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