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 4701–4750 of 10817 papers

TitleStatusHype
Autobots Ensemble: Identifying and Extracting Adverse Drug Reaction from Tweets Using Transformer Based Pipelines—0
An Attempt to Unraveling Token Prediction Refinement and Identifying Essential Layers of Large Language Models—0
Admitting Ignorance Helps the Video Question Answering Models to Answer—0
ACL-Fig: A Dataset for Scientific Figure Classification—0
Iterative Multi-document Neural Attention for Multiple Answer Prediction—0
Iterative Scene Graph Generation with Generative Transformers—0
Cross-Modal Retrieval Augmentation for Multi-Modal Classification—0
Cross-Modal Reasoning with Event Correlation for Video Question Answering—0
Cross-modal Knowledge Reasoning for Knowledge-based Visual Question Answering—0
Anatomy Might Be All You Need: Forecasting What to Do During Surgery—0
Cross-Modal Generative Augmentation for Visual Question Answering—0
Towards an Atlas of Cultural Commonsense for Machine Reasoning—0
AC/DC: LLM-based Audio Comprehension via Dialogue Continuation—0
Iterated learning for emergent systematicity in VQA—0
A Unified Query-based Generative Model for Question Generation and Question Answering—0
Cross-lingual Transfer of Semantic Role Labeling Models—0
Cross-Lingual Transfer Learning for Question Answering—0
An ASP Methodology for Understanding Narratives about Stereotypical Activities—0
A Divide-And-Conquer Approach for Multi-label Multi-hop Relation Detection in Knowledge Base Question Answering—0
Cross-lingual Transfer for Unsupervised Dependency Parsing Without Parallel Data—0
Cross-lingual Transfer for Automatic Question Generation by Learning Interrogative Structures in Target Languages—0
A Unified Framework for Multilingual and Code-Mixed Visual Question Answering—0
An ASP-based Approach to Answering Natural Language Questions for Texts—0
WIP: Large Language Model-Enhanced Smart Tutor for Undergraduate Circuit Analysis—0
Is This Just Fantasy? Language Model Representations Reflect Human Judgments of Event Plausibility—0
Iterative Adversarial Attack on Image-guided Story Ending Generation—0
Iterative Utility Judgment Framework via LLMs Inspired by Relevance in Philosophy—0
Cross-lingual Short-text Matching with Deep Learning—0
Cross-Lingual Question Answering Using Common Semantic Space—0
Cross-Lingual QA as a Stepping Stone for Monolingual Open QA in Icelandic—0
ISS-MULT: Intelligent Sample Selection for Multi-Task Learning in Question Answering—0
Cross-Lingual Named Entity Recognition via FastAlign: a Case Study—0
A Chinese Multi-type Complex Questions Answering Dataset over Wikidata—0
An approach based on Open Research Knowledge Graph for Knowledge Acquisition from scientific papers—0
Cross-lingual Inference with A Chinese Entailment Graph—0
Achieving Human Parity on Visual Question Answering—0
Is Sluice Resolution really just Question Answering?—0
Is Summary Useful or Not? An Extrinsic Human Evaluation of Text Summaries on Downstream Tasks—0
Crosslingual Induction of Semantic Roles—0
Cross-Lingual Open-Domain Question Answering with Answer Sentence Generation—0
Augmenting Pre-trained Language Models with QA-Memory for Open-Domain Question Answering—0
Cross-lingual Adaption Model-Agnostic Meta-Learning for Natural Language Understanding—0
Anaphora Annotation in Hindi Dependency TreeBank—0
Cross-language Learning with Adversarial Neural Networks: Application to Community Question Answering—0
Cross-language Learning with Adversarial Neural Networks—0
Augmenting LLM Reasoning with Dynamic Notes Writing for Complex QA—0
Cross-Language Approach for Quranic QA—0
Augmenting Image Question Answering Dataset by Exploiting Image Captions—0
An Answer Verbalization Dataset for Conversational Question Answerings over Knowledge Graphs—0
``A Distorted Skull Lies in the Bottom Center...'' Identifying Paintings from Text Descriptions—0
Show:102550
← PrevPage 95 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