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 5151–5200 of 10817 papers

TitleStatusHype
KaFT: Knowledge-aware Fine-tuning for Boosting LLMs' Domain-specific Question-Answering Performance—0
Automatic Keyword Extraction on Twitter—0
K-AID: Enhancing Pre-trained Language Models with Domain Knowledge for Question Answering—0
KALA: Knowledge-Augmented Language Model Adaptation—0
Cost-Adaptive Recourse Recommendation by Adaptive Preference Elicitation—0
Attention-based model for predicting question relatedness on Stack Overflow—0
LargePiG: Your Large Language Model is Secretly a Pointer Generator—0
KaLM: Knowledge-aligned Autoregressive Language Modeling via Dual-view Knowledge Graph Contrastive Learning—0
Large-Scale Acquisition of Commonsense Knowledge via a Quiz Game on a Dialogue System—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
Improving Implicit Discourse Relation Recognition Through Feature Set Optimization—0
An Empirical Comparison of Question Classification Methods for Question Answering Systems—0
Improving Implicit Discourse Relation Recognition with Discourse-specific Word Embeddings—0
KBGen -- Text Generation from Knowledge Bases as a New Shared Task—0
Co-Stack Residual Affinity Networks with Multi-level Attention Refinement for Matching Text Sequences—0
Improving Generated and Retrieved Knowledge Combination Through Zero-shot Generation—0
Attention-Based Methods For Audio Question Answering—0
Improving Generalization of Pre-trained Language Models via Stochastic Weight Averaging—0
CO-Search: COVID-19 Information Retrieval with Semantic Search, Question Answering, and Abstractive Summarization—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
Detecting Ongoing Events Using Contextual Word and Sentence Embeddings—0
Keep Learning: Self-supervised Meta-learning for Learning from Inference—0
Automatic Question-Answer Generation for Long-Tail Knowledge—0
Attention-Based Convolutional Neural Network for Machine Comprehension—0
Accurate Unbounded Dependency Recovery using Generalized Categorial Grammars—0
KeLP at SemEval-2017 Task 3: Learning Pairwise Patterns in Community Question Answering—0
Kencorpus: A Kenyan Language Corpus of Swahili, Dholuo and Luhya for Natural Language Processing Tasks—0
KenSwQuAD -- A Question Answering Dataset for Swahili Low Resource Language—0
Deceptive Answer Prediction with User Preference Graph—0
Large-Scale Acquisition of Entailment Pattern Pairs by Exploiting Transitivity—0
KERMIT: Generative Insertion-Based Modeling for Sequences—0
Kernel Pooling for Convolutional Neural Networks—0
Decision Knowledge Graphs: Construction of and Usage in Question Answering for Clinical Practice Guidelines—0
Large-Scale Paraphrasing for Natural Language Understanding—0
Learning Answer-Entailing Structures for Machine Comprehension—0
Improving Event Coreference Resolution by Modeling Correlations between Event Coreference Chains and Document Topic Structures—0
Improving Differentiable Neural Computers Through Memory Masking, De-allocation, and Link Distribution Sharpness Control—0
Keynote: Graph-based Approaches for Spoken Language Understanding—0
Keyphrase Extraction in Scientific Articles: A Supervised Approach—0
Keyphrases Extraction from User-Generated Contents in Healthcare Domain Using Long Short-Term Memory Networks—0
An Empirically-grounded tool for Automatic Prompt Linting and Repair: A Case Study on Bias, Vulnerability, and Optimization in Developer Prompts—0
KeyVideoLLM: Towards Large-scale Video Keyframe Selection—0
Keyword-Aware Relative Spatio-Temporal Graph Networks for Video Question Answering—0
KEYword based Sampling (KEYS) for Large Language Models—0
Large Language Models for Social Networks: Applications, Challenges, and Solutions—0
KG^2: Learning to Reason Science Exam Questions with Contextual Knowledge Graph Embeddings—0
Improving Data Augmentation in Low-resource Question Answering with Active Learning in Multiple Stages—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