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 6501–6550 of 10817 papers

TitleStatusHype
DHP Benchmark: Are LLMs Good NLG Evaluators?—0
DGRAG: Distributed Graph-based Retrieval-Augmented Generation in Edge-Cloud Systems—0
Barriers in Integrating Medical Visual Question Answering into Radiology Workflows: A Scoping Review and Clinicians' Insights—0
A Neural Question Answering Model Based on Semi-Structured Tables—0
Movie Question Answering: Remembering the Textual Cues for Layered Visual Contents—0
Movie Script Summarization as Graph-based Scene Extraction—0
Large language models in healthcare and medical domain: A review—0
Development of Hybrid Algorithm for Automatic Extraction of Multiword Expressions from Monolingual and Parallel Corpus of English and Punjabi—0
Large Language Models for Social Networks: Applications, Challenges, and Solutions—0
MP2D: An Automated Topic Shift Dialogue Generation Framework Leveraging Knowledge Graphs—0
Developing Question-Answering Models in Low-Resource Languages: A Case Study on Turkish Medical Texts Using Transformer-Based Approaches—0
Large Language Models for Multi-Choice Question Classification of Medical Subjects—0
mPLUG-DocOwl2: High-resolution Compressing for OCR-free Multi-page Document Understanding—0
Developing ML-based Systems to Extract Medical Information from Japanese Medical History Summaries—0
Barking Up The Syntactic Tree: Enhancing VLM Training with Syntactic Losses—0
A Neural Network Model for Low-Resource Universal Dependency Parsing—0
A Competence-aware Curriculum for Visual Concepts Learning via Question Answering—0
3D Concept Learning and Reasoning from Multi-View Images—0
Large Language Models for Judicial Entity Extraction: A Comparative Study—0
MQA-KEAL: Multi-hop Question Answering under Knowledge Editing for Arabic Language—0
Developing ChatGPT for Biology and Medicine: A Complete Review of Biomedical Question Answering—0
Large Language Models Can Self-Improve—0
Developing a How-to Tip Machine Comprehension Dataset and its Evaluation in Machine Comprehension by BERT—0
BanglaQuAD: A Bengali Open-domain Question Answering Dataset—0
Large Language Models Can Self-Correct with Key Condition Verification—0
mRAG: Elucidating the Design Space of Multi-modal Retrieval-Augmented Generation—0
Large Language Models as a Tool for Mining Object Knowledge—0
Detours for Navigating Instructional Videos—0
Bangla Natural Language Processing: A Comprehensive Analysis of Classical, Machine Learning, and Deep Learning Based Methods—0
Determining is-a relationships for Textual Entailment—0
Large Language Models are Null-Shot Learners—0
Large Language Models are Complex Table Parsers—0
Determining Event Durations: Models and Error Analysis—0
Detect, Retrieve, Comprehend: A Flexible Framework for Zero-Shot Document-Level Question Answering—0
Large Language Model Programs—0
Large Language Model for Table Processing: A Survey—0
Detection-based Intermediate Supervision for Visual Question Answering—0
BanditRank: Learning to Rank Using Contextual Bandits—0
A Neural Network for Factoid Question Answering over Paragraphs—0
Large Language Model Driven Recommendation—0
Large Language Model Benchmarks in Medical Tasks—0
Large Language Model Agent for Modular Task Execution in Drug Discovery—0
LAPDoc: Layout-Aware Prompting for Documents—0
Detecting Subevent Structure for Event Coreference Resolution—0
Detecting Spammers in Community Question Answering—0
MT Quality Estimation: The CMU System for WMT’13—0
Detecting Semantically Equivalent Questions in Online User Forums—0
Language Portability for Dialogue Systems: Translating a Question-Answering System from English into Tamil—0
Mucko: Multi-Layer Cross-Modal Knowledge Reasoning for Fact-based Visual Question Answering—0
Language Models with Rationality—0
Show:102550
← PrevPage 131 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