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

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Showing 5301–5350 of 10817 papers

TitleStatusHype
Learning to Compose Diversified Prompts for Image Emotion Classification—0
Improving Chinese Semantic Role Labeling using High-quality Surface and Deep Case Frames—0
Improving Biomedical Information Retrieval with Neural Retrievers—0
CORN: Co-Reasoning Network for Commonsense Question Answering—0
Knowledge Guided Named Entity Recognition for BioMedical Text—0
Improving Automatic VQA Evaluation Using Large Language Models—0
CoRI: Collective Relation Integration with Data Augmentation for Open Information Extraction—0
Ontology-based knowledge representation for bone disease diagnosis: a foundation for safe and sustainable medical artificial intelligence systems—0
Improving and Diagnosing Knowledge-Based Visual Question Answering via Entity Enhanced Knowledge Injection—0
KnowledgeHub: An end-to-end Tool for Assisted Scientific Discovery—0
Analysis on Image Set Visual Question Answering—0
Learning to Answer Questions From Image Using Convolutional Neural Network—0
Improve Neural Entity Recognition via Multi-Task Data Selection and Constrained Decoding—0
Improvement of VerbNet-like resources by frame typing—0
Learning to Answer Questions from Wikipedia Infoboxes—0
KnowledgeNavigator: Leveraging Large Language Models for Enhanced Reasoning over Knowledge Graph—0
AttackQA: Development and Adoption of a Dataset for Assisting Cybersecurity Operations using Fine-tuned and Open-Source LLMs—0
Knowledge Proxy Intervention for Deconfounded Video Question Answering—0
Knowledge Pyramid: A Novel Hierarchical Reasoning Structure for Generalized Knowledge Augmentation and Inference—0
Knowledge Reasoning via Jointly Modeling Knowledge Graphs and Soft Rules—0
Knowledge Representation and Extraction at Scale—0
Improved Representation Learning for Question Answer Matching—0
Learning to Answer by Learning to Ask: Getting the Best of GPT-2 and BERT Worlds—0
Delving Deep into Extractive Question Answering Data—0
Improved Recognition and Normalisation of Polish Temporal Expressions—0
A Deep Network Model for Paraphrase Detection in Short Text Messages—0
Learning to Answer Multilingual and Code-Mixed Questions—0
Knowledge Transfer between Structured and Unstructured Sources for Complex Question Answering—0
Knowledge Transfer from Answer Ranking to Answer Generation—0
Improved Neural Relation Detection for Knowledge Base Question Answering—0
Knowledge Unlearning for LLMs: Tasks, Methods, and Challenges—0
Improved LLM Agents for Financial Document Question Answering—0
Coreference Resolution for the Basque Language with BART—0
Improved Lexically Constrained Decoding for Translation and Monolingual Rewriting—0
Improve Dense Passage Retrieval with Entailment Tuning—0
Coreference Resolution for Swedish and German using Distant Supervision—0
KoBigBird-large: Transformation of Transformer for Korean Language Understanding—0
KodeXv0.1: A Family of State-of-the-Art Financial Large Language Models—0
Analysis of Wikipedia-based Corpora for Question Answering—0
Learning to answer questions—0
Learning to Compress Contexts for Efficient Knowledge-based Visual Question Answering—0
Kongzi: A Historical Large Language Model with Fact Enhancement—0
Improved CCG Parsing with Semi-supervised Supertagging—0
Improved Bilinear Pooling with CNNs—0
Coreference Resolution for Latvian—0
Improved Baselines for Data-efficient Perceptual Augmentation of LLMs—0
KOSAC: A Full-Fledged Korean Sentiment Analysis Corpus—0
KOSMOS-2.5: A Multimodal Literate Model—0
Improved and Efficient Conversational Slot Labeling through Question Answering—0
Analysis of Watson's Strategies for Playing Jeopardy!—0
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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