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 5001–5050 of 10817 papers

TitleStatusHype
A Pipeline Japanese Entity Linking System with Embedding Features—0
A Hybrid Approach Towards Two Stage Bengali Question Classification Utilizing Smart Data Balancing Technique—0
Ericson: An Interactive Open-Domain Conversational Search Agent—0
ErgoChat: a Visual Query System for the Ergonomic Risk Assessment of Construction Workers—0
ERATTA: Extreme RAG for Table To Answers with Large Language Models—0
Can bidirectional encoder become the ultimate winner for downstream applications of foundation models?—0
Erasure for Advancing: Dynamic Self-Supervised Learning for Commonsense Reasoning—0
A Hybrid Approach to Features Representation for Fine-grained Arabic Named Entity Recognition—0
Active entailment encoding for explanation tree construction using parsimonious generation of hard negatives—0
Equipping Language Models with Tool Use Capability for Tabular Data Analysis in Finance—0
EQUATOR: A Deterministic Framework for Evaluating LLM Reasoning with Open-Ended Questions. # v1.0.0-beta—0
API Is Enough: Conformal Prediction for Large Language Models Without Logit-Access—0
EpMAN: Episodic Memory AttentioN for Generalizing to Longer Contexts—0
Episodic Memory Verbalization using Hierarchical Representations of Life-Long Robot Experience—0
Episodic Memory Question Answering—0
Can a GPT4-Powered AI Agent Be a Good Enough Performance Attribution Analyst?—0
A Picture May Be Worth a Hundred Words for Visual Question Answering—0
Can a Frozen Pretrained Language Model be used for Zero-shot Neural Retrieval on Entity-centric Questions?—0
EPERM: An Evidence Path Enhanced Reasoning Model for Knowledge Graph Question and Answering—0
EoANN: Lexical Semantic Relation Classification Using an Ensemble of Artificial Neural Networks—0
CamelEval: Advancing Culturally Aligned Arabic Language Models and Benchmarks—0
A picture is worth a thousand words: Using OpenClipArt library for enriching IndoWordNet—0
Env-QA: A Video Question Answering Benchmark for Comprehensive Understanding of Dynamic Environments—0
CALOR-QUEST : un corpus d'entra\^ et d'\'evaluation pour la compr\'ehension automatique de textes (Machine reading comprehension is a task related to Question-Answering where questions are not generic in scope but are related to a particular document)—0
Entity-Supported Summarization of Biomedical Abstracts—0
CALOR-QUEST : generating a training corpus for Machine Reading Comprehension models from shallow semantic annotations—0
API-Assisted Code Generation for Question Answering on Varied Table Structures—0
AHP-Powered LLM Reasoning for Multi-Criteria Evaluation of Open-Ended Responses—0
ActiveDPO: Active Direct Preference Optimization for Sample-Efficient Alignment—0
Abduction of Domain Relationships from Data for VQA—0
Entity Resolution and Federated Learning get a Federated Resolution—0
CALM: Unleashing the Cross-Lingual Self-Aligning Ability of Language Model Question Answering—0
Entity Linking Meets Deep Learning: Techniques and Solutions—0
Entity-Focused Dense Passage Retrieval for Outside-Knowledge Visual Question Answering—0
APGKT: Exploiting Associative Path on Skills Graph for Knowledge Tracing—0
Entity/Event-Level Sentiment Detection and Inference—0
Entity based Q\&A Retrieval—0
CaLM: Contrasting Large and Small Language Models to Verify Grounded Generation—0
A High Precision Pipeline for Financial Knowledge Graph Construction—0
Dynamic Retrieval-Augmented Generation—0
Calibration of Machine Reading Systems at Scale—0
Enter the Mind Palace: Reasoning and Planning for Long-term Active Embodied Question Answering—0
ENTER: Event Based Interpretable Reasoning for VideoQA—0
Calibration of Machine Reading Systems at Scale—0
"A Passage to India": Pre-trained Word Embeddings for Indian Languages—0
Calibrating Uncertainty Quantification of Multi-Modal LLMs using Grounding—0
Entailer: Answering Questions with Faithful and Truthful Chains of Reasoning—0
Ensembling Strategies for Answering Natural Questions—0
Calibrating Trust of Multi-Hop Question Answering Systems with Decompositional Probes—0
``A Passage to India'': Pre-trained Word Embeddings for Indian Languages—0
Show:102550
← PrevPage 101 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