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 5001–5025 of 10817 papers

TitleStatusHype
Knowledge Graph Question Answering via SPARQL Silhouette Generation—0
A Diachronic Corpus for Romanian (RoDia)—0
Invar-RAG: Invariant LLM-aligned Retrieval for Better Generation—0
Inverse Visual Question Answering: A New Benchmark and VQA Diagnosis Tool—0
Knowledge Graph Reasoning Based on Attention GCN—0
Investigating and Addressing Hallucinations of LLMs in Tasks Involving Negation—0
Investigating Answerability of LLMs for Long-Form Question Answering—0
Investigating Biases in Textual Entailment Datasets—0
Investigating Data Contamination in Modern Benchmarks for Large Language Models—0
Investigating Energy Efficiency and Performance Trade-offs in LLM Inference Across Tasks and DVFS Settings—0
Knowledge Graphs and Knowledge Networks: The Story in Brief—0
Investigating Information Inconsistency in Multilingual Open-Domain Question Answering—0
Improving mitosis detection on histopathology images using large vision-language models—0
Investigating Mysteries of CoT-Augmented Distillation—0
Attention-guided Generative Models for Extractive Question Answering—0
Attention Guided Semantic Relationship Parsing for Visual Question Answering—0
LEANN: A Low-Storage Vector Index—0
Investigating the Generative Approach for Question Answering in E-Commerce—0
CUB: Benchmarking Context Utilisation Techniques for Language Models—0
Investigating the use of Paraphrase Generation for Question Reformulation in the FRANK QA system—0
Knowledge Graph Question Answering for Materials Science (KGQA4MAT): Developing Natural Language Interface for Metal-Organic Frameworks Knowledge Graph (MOF-KG) Using LLM—0
Invited Talk: IBM Cognitive Computing - An NLP Renaissance!—0
Improving Long Text Understanding with Knowledge Distilled from Summarization Model—0
CoT Rerailer: Enhancing the Reliability of Large Language Models in Complex Reasoning Tasks through Error Detection and Correction—0
Improving LLM First-Token Predictions in Multiple-Choice Question Answering via Prefilling Attack—0
Show:102550
← PrevPage 201 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