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 7801–7850 of 10817 papers

TitleStatusHype
Question Answering based Clinical Text Structuring Using Pre-trained Language Model—0
Question-Answering Based Summarization of Electronic Health Records using Retrieval Augmented Generation—0
An Automatic and Cost-Efficient Peer-Review Framework for Language Generation Evaluation—0
iQUEST: An Iterative Question-Guided Framework for Knowledge Base Question Answering—0
CUNI Submission to MRL 2023 Shared Task on Multi-lingual Multi-task Information Retrieval—0
Question Answering for Complex Electronic Health Records Database using Unified Encoder-Decoder Architecture—0
IQA-EVAL: Automatic Evaluation of Human-Model Interactive Question Answering—0
IPFormer-VideoLLM: Enhancing Multi-modal Video Understanding for Multi-shot Scenes—0
Cultural Palette: Pluralising Culture Alignment via Multi-agent Palette—0
Automated Discovery of Mathematical Definitions in Text with Deep Neural Networks—0
iPerceive: Applying Common-Sense Reasoning to Multi-Modal Dense Video Captioning and Video Question Answering—0
Automated Discovery of Mathematical Definitions in Text—0
An automatically discovered chain-of-thought prompt generalizes to novel models and datasets—0
Question Answering in the Biomedical Domain—0
A Cognitive Evaluation Benchmark of Image Reasoning and Description for Large Vision-Language Models—0
Question-Answering Model for Schizophrenia Symptoms and Their Impact on Daily Life using Mental Health Forums Data—0
Invited Talk: IBM Cognitive Computing - An NLP Renaissance!—0
INVITED TALK 2: Towards Universal Syntactic Processing of Natural Language—0
Question Answering on Linked Data: Challenges and Future Directions—0
Question Answering on Patient Medical Records with Private Fine-Tuned LLMs—0
Question Answering on Scholarly Knowledge Graphs—0
Question Answering Over Biological Knowledge Graph via Amazon Alexa—0
Investigating the use of Paraphrase Generation for Question Reformulation in the FRANK QA system—0
CUB: Benchmarking Context Utilisation Techniques for Language Models—0
Automated CVE Analysis: Harnessing Machine Learning In Designing Question-Answering Models For Cybersecurity Information Extraction—0
Question Answering over Freebase with Multi-Column Convolutional Neural Networks—0
Investigating the Generative Approach for Question Answering in E-Commerce—0
Question Answering over Knowledge Base using Factual Memory Networks—0
Question Answering over Knowledge Base using Language Model Embeddings—0
Question Answering over Knowledge Base with Neural Attention Combining Global Knowledge Information—0
CTRL-O: Language-Controllable Object-Centric Visual Representation Learning—0
Question Answering over Knowledge Graphs with Neural Machine Translation and Entity Linking—0
Question Answering over Linked Data Using First-order Logic—0
Investigating the Challenges of Temporal Relation Extraction from Clinical Text—0
Question Answering Over Spatio-Temporal Knowledge Graph—0
CTPs: Contextual Temporal Profiles for Time Scoping Facts using State Change Detection—0
Question-Answering (QA) Model for a Personalized Learning Assistant for Arabic Language—0
Question Answering Survey: Directions, Challenges, Datasets, Evaluation Matrices—0
An Automated Question-Answering Framework Based on Evolution Algorithm—0
Question-Answering System for Bangla: Fine-tuning BERT-Bangla for a Closed Domain—0
Investigating Mysteries of CoT-Augmented Distillation—0
Question Answering Systems Approaches and Challenges—0
Question answering systems for health professionals at the point of care -- a systematic review—0
Question Answering System using Multiple Information Source and Open Type Answer Merge—0
Investigating Information Inconsistency in Multilingual Open-Domain Question Answering—0
Question answering using deep learning in low resource Indian language Marathi—0
Question Answering Using Enhanced Lexical Semantic Models—0
Question Answering Using Hierarchical Attention on Top of BERT Features—0
CT-Agent: A Multimodal-LLM Agent for 3D CT Radiology Question Answering—0
Automated Construction of Theme-specific Knowledge Graphs—0
Show:102550
← PrevPage 157 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