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 97519800 of 10817 papers

TitleStatusHype
Analysing the Robustness of Dual Encoders for Dense Retrieval Against MisspellingsCode0
Nash CoT: Multi-Path Inference with Preference EquilibriumCode0
A Video Is Worth 4096 Tokens: Verbalize Videos To Understand Them In Zero ShotCode0
Automatic Spanish Translation of the SQuAD Dataset for Multilingual Question AnsweringCode0
Learning to Compose Neural Networks for Question AnsweringCode0
Analysing Mathematical Reasoning Abilities of Neural ModelsCode0
A Distributional and Orthographic Aggregation Model for English Derivational MorphologyCode0
Factor Graph AttentionCode0
Combining Lexical and Dense Retrieval for Computationally Efficient Multi-hop Question AnsweringCode0
Learning to Deceive Knowledge Graph Augmented Models via Targeted PerturbationCode0
CommonGen: A Constrained Text Generation Challenge for Generative Commonsense ReasoningCode0
RefuteBench: Evaluating Refuting Instruction-Following for Large Language ModelsCode0
Automatic Opinion Question GenerationCode0
Fact Checking in Community ForumsCode0
Fact-and-Reflection (FaR) Improves Confidence Calibration of Large Language ModelsCode0
Learning to Exploit Structured Resources for Lexical InferenceCode0
Combining Word Embeddings and Feature Embeddings for Fine-grained Relation ExtractionCode0
F1 is Not Enough! Models and Evaluation Towards User-Centered Explainable Question AnsweringCode0
Porting an Open Information Extraction System from English to GermanCode0
Learning to Follow Object-Centric Image Editing Instructions FaithfullyCode0
Learning to Generalize for Cross-domain QACode0
Eyes on the Road: State-of-the-Art Video Question Answering Models Assessment for Traffic Monitoring TasksCode0
Natural Language Generation Using Link Grammar for General Conversational IntelligenceCode0
Analogical Math Word Problems Solving with Enhanced Problem-Solution AssociationCode0
Natural Language Processing for Information ExtractionCode0
Regularization of Distinct Strategies for Unsupervised Question GenerationCode0
Question Condensing Networks for Answer Selection in Community Question AnsweringCode0
Portuguese Named Entity Recognition using BERT-CRFCode0
Automatic Generation of Contrast Sets from Scene Graphs: Probing the Compositional Consistency of GQACode0
Automatic Extraction of Disease Risk Factors from Medical PublicationsCode0
Natural Language Processing: State of The Art, Current Trends and ChallengesCode0
POSQA: Probe the World Models of LLMs with Size ComparisonsCode0
Learning to Localize Objects Improves Spatial Reasoning in Visual-LLMsCode0
Retrieve, Read, Rerank: Towards End-to-End Multi-Document Reading ComprehensionCode0
Powering Comparative Classification with Sentiment Analysis via Domain Adaptive Knowledge TransferCode0
Learning to Model and Ignore Dataset Bias with Mixed Capacity EnsemblesCode0
Few-shot Transfer Learning for Knowledge Base Question Answering: Fusing Supervised Models with In-Context LearningCode0
A Discrete Hard EM Approach for Weakly Supervised Question AnsweringCode0
Are Large Language Models Good at Utility Judgments?Code0
A Recurrent BERT-based Model for Question GenerationCode0
A Question-Focused Multi-Factor Attention Network for Question AnsweringCode0
PQA: Perceptual Question AnsweringCode0
PQA: Zero-shot Protein Question Answering for Free-form Scientific Enquiry with Large Language ModelsCode0
Extrinsic Evaluation of Cultural Competence in Large Language ModelsCode0
Question Dependent Recurrent Entity Network for Question AnsweringCode0
Extractive Summarization with SWAP-NET: Sentences and Words from Alternating Pointer NetworksCode0
Extracting Victim Counts from TextCode0
COLUMBUS: Evaluating COgnitive Lateral Understanding through Multiple-choice reBUSesCode0
A Deep Relevance Matching Model for Ad-hoc RetrievalCode0
Learning to Rank Query Graphs for Complex Question Answering over Knowledge GraphsCode0
Show:102550
← PrevPage 196 of 217Next →

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