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 8451–8475 of 10817 papers

TitleStatusHype
Joint Unsupervised Learning of Semantic Representation of Words and Roles in Dependency Trees—0
Journey of Hallucination-minimized Generative AI Solutions for Financial Decision Makers—0
JTD-UAV: MLLM-Enhanced Joint Tracking and Description Framework for Anti-UAV Systems—0
JU\_CSE: A CRF Based Approach to Annotation of Temporal Expression, Event and Temporal Relations—0
JudgeRank: Leveraging Large Language Models for Reasoning-Intensive Reranking—0
JU NITM at IJCNLP-2017 Task 5: A Classification Approach for Answer Selection in Multi-choice Question Answering System—0
JUNLP at SemEval-2016 Task 13: A Language Independent Approach for Hypernym Identification—0
JUST.ASK, a QA system that learns to answer new questions from previous interactions—0
`Just because you are right, doesn't mean I am wrong': Overcoming a bottleneck in development and evaluation of Open-Ended VQA tasks—0
KaFT: Knowledge-aware Fine-tuning for Boosting LLMs' Domain-specific Question-Answering Performance—0
K-AID: Enhancing Pre-trained Language Models with Domain Knowledge for Question Answering—0
KALA: Knowledge-Augmented Language Model Adaptation—0
Knowledge Authoring and Question Answering with KALM—0
KaLM: Knowledge-aligned Autoregressive Language Modeling via Dual-view Knowledge Graph Contrastive Learning—0
KAnoCLIP: Zero-Shot Anomaly Detection through Knowledge-Driven Prompt Learning and Enhanced Cross-Modal Integration—0
KaPQA: Knowledge-Augmented Product Question-Answering—0
KARL: Knowledge-Aware Reasoning Memory Modeling with Reinforcement Learning of Vector Space—0
KARPA: A Training-free Method of Adapting Knowledge Graph as References for Large Language Model's Reasoning Path Aggregation—0
KBGen -- Text Generation from Knowledge Bases as a New Shared Task—0
KBQA: Learning Question Answering over QA Corpora and Knowledge Bases—0
KECP: Knowledge Enhanced Contrastive Prompting for Few-shot Extractive Question Answering—0
K-Edit: Language Model Editing with Contextual Knowledge Awareness—0
Keeping the Questions Conversational: Using Structured Representations to Resolve Dependency in Conversational Question Answering—0
Keep Learning: Self-supervised Meta-learning for Learning from Inference—0
KeLP at SemEval-2016 Task 3: Learning Semantic Relations between Questions and Answers—0
Show:102550
← PrevPage 339 of 433Next →
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