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 7201–7250 of 10817 papers

TitleStatusHype
Decoupled Context Processing for Context Augmented Language Modeling—0
AutoMedEval: Harnessing Language Models for Automatic Medical Capability Evaluation—0
Order Matters: Exploring Order Sensitivity in Multimodal Large Language Models—0
KGSynNet: A Novel Entity Synonyms Discovery Framework with Knowledge Graph—0
Decoupled Box Proposal and Featurization with Ultrafine-Grained Semantic Labels Improve Image Captioning and Visual Question Answering—0
ORION: A Holistic End-to-End Autonomous Driving Framework by Vision-Language Instructed Action Generation—0
KG-RAG: Bridging the Gap Between Knowledge and Creativity—0
Orthogonality of Syntax and Semantics within Distributional Spaces—0
Decouple Before Interact: Multi-Modal Prompt Learning for Continual Visual Question Answering—0
Automatic Thesaurus Construction for Modern Hebrew—0
OSU\_CHGCG at SemEval-2016 Task 9 : Chinese Semantic Dependency Parsing with Generalized Categorial Grammar—0
An Empirical Study of Combing Multiple Models in Bengali Question Classification—0
KgPLM: Knowledge-guided Language Model Pre-training via Generative and Discriminative Learning—0
Out of the Box: Reasoning with Graph Convolution Nets for Factual Visual Question Answering—0
KG-MTT-BERT: Knowledge Graph Enhanced BERT for Multi-Type Medical Text Classification—0
KGI: An Integrated Framework for Knowledge Intensive Language Tasks—0
Overcoming Language Bias in Remote Sensing Visual Question Answering via Adversarial Training—0
Overcoming Language Priors for Visual Question Answering Based on Knowledge Distillation—0
Decontextualization: Making Sentences Stand-Alone—0
KG-FiD: Infusing Knowledge Graph in Fusion-in-Decoder for Open-Domain Question Answering—0
Decomposing Consumer Health Questions—0
KGConv, a Conversational Corpus grounded in Wikidata—0
Overfitting at SemEval-2016 Task 3: Detecting Semantically Similar Questions in Community Question Answering Forums with Word Embeddings—0
Overinformative Question Answering by Humans and Machines—0
KG^2: Learning to Reason Science Exam Questions with Contextual Knowledge Graph Embeddings—0
Overview of BioASQ 2021: The ninth BioASQ challenge on Large-Scale Biomedical Semantic Indexing and Question Answering—0
Automatic Spanish Translation of SQuAD Dataset for Multi-lingual Question Answering—0
Overview of BioASQ 2023: The eleventh BioASQ challenge on Large-Scale Biomedical Semantic Indexing and Question Answering—0
Overview of Factify5WQA: Fact Verification through 5W Question-Answering—0
An Empirical Study of Batch Normalization and Group Normalization in Conditional Computation—0
Advancing Medical Imaging with Language Models: A Journey from N-grams to ChatGPT—0
KEYword based Sampling (KEYS) for Large Language Models—0
Decoding on Graphs: Faithful and Sound Reasoning on Knowledge Graphs through Generation of Well-Formed Chains—0
Overview of TREC 2024 Biomedical Generative Retrieval (BioGen) Track—0
Keyword-Aware Relative Spatio-Temporal Graph Networks for Video Question Answering—0
OVQA: A Clinically Generated Visual Question Answering Dataset—0
KeyVideoLLM: Towards Large-scale Video Keyframe Selection—0
P^3LM: Probabilistically Permuted Prophet Language Modeling for Generative Pre-Training—0
PABI: A Unified PAC-Bayesian Informativeness Measure for Incidental Supervision Signals—0
PaCCSS-IT: A Parallel Corpus of Complex-Simple Sentences for Automatic Text Simplification—0
Automatic Rule Extraction from Long Short Term Memory Networks—0
Keyphrases Extraction from User-Generated Contents in Healthcare Domain Using Long Short-Term Memory Networks—0
Keyphrase Extraction in Scientific Articles: A Supervised Approach—0
P\'agico: Evaluating Wikipedia-based information retrieval in Portuguese—0
Paired Examples as Indirect Supervision in Latent Decision Models—0
Keynote: Graph-based Approaches for Spoken Language Understanding—0
Automatic recognition of habituals: a three-way classification of clausal aspect—0
Pairwise Relation Classification with Mirror Instances and a Combined Convolutional Neural Network—0
Pairwise Word Interaction Modeling with Deep Neural Networks for Semantic Similarity Measurement—0
An Empirically-grounded tool for Automatic Prompt Linting and Repair: A Case Study on Bias, Vulnerability, and Optimization in Developer Prompts—0
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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