SOTAVerified

Natural Language Understanding

Natural Language Understanding is an important field of Natural Language Processing which contains various tasks such as text classification, natural language inference and story comprehension. Applications enabled by natural language understanding range from question answering to automated reasoning.

Source: Find a Reasonable Ending for Stories: Does Logic Relation Help the Story Cloze Test?

Papers

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 601–650 of 1978 papers

TitleStatusHype
Evaluating LLMs' Mathematical Reasoning in Financial Document Question Answering—0
FeelsGoodMan: Inferring Semantics of Twitch Neologisms—0
Few-shot Intent Classification and Slot Filling with Retrieved Examples—0
Assessing Language Comprehension in Large Language Models Using Construction Grammar—0
CLOWER: A Pre-trained Language Model with Contrastive Learning over Word and Character Representations—0
Cloud-Based AI Systems: Leveraging Large Language Models for Intelligent Fault Detection and Autonomous Self-Healing—0
Assessing how hyperparameters impact Large Language Models' sarcasm detection performance—0
A Lexical Resource of Hebrew Verb-Noun Multi-Word Expressions—0
Climbing towards NLU: On Meaning, Form, and Understanding in the Age of Data—0
ASR-GLUE: A New Multi-task Benchmark for ASR-Robust Natural Language Understanding—0
CLIMATE-FEVER: A Dataset for Verification of Real-World Climate Claims—0
A Spoken Dialogue System for Spatial Question Answering in a Physical Blocks World—0
Adapting Task-Oriented Dialogue Models for Email Conversations—0
Class Vectors: Embedding representation of Document Classes—0
Aspect Based Sentiment Analysis Using Spectral Temporal Graph Neural Network—0
Fast and Scalable Expansion of Natural Language Understanding Functionality for Intelligent Agents—0
Alexa Teacher Model: Pretraining and Distilling Multi-Billion-Parameter Encoders for Natural Language Understanding Systems—0
FedEAT: A Robustness Optimization Framework for Federated LLMs—0
ChocoLlama: Lessons Learned From Teaching Llamas Dutch—0
Chinese Sequence Labeling with Semi-Supervised Boundary-Aware Language Model Pre-training—0
Ask, and shall you receive?: Understanding Desire Fulfillment in Natural Language Text—0
Chinese Long and Short Form Choice Exploiting Neural Network Language Modeling Approaches—0
Alexa Conversations: An Extensible Data-driven Approach for Building Task-oriented Dialogue Systems—0
Federated Learning for Emoji Prediction in a Mobile Keyboard—0
Few-shot Multimodal Multitask Multilingual Learning—0
ChemAU: Harness the Reasoning of LLMs in Chemical Research with Adaptive Uncertainty Estimation—0
Adaptation with Self-Evaluation to Improve Selective Prediction in LLMs—0
Chat-to-Design: AI Assisted Personalized Fashion Design—0
ChatGPT-Like Large-Scale Foundation Models for Prognostics and Health Management: A Survey and Roadmaps—0
A Simple Machine Learning Method for Commonsense Reasoning? A Short Commentary on Trinh & Le (2018)—0
A Large-Scale Multilingual Disambiguation of Glosses—0
ChatGPT as a Factual Inconsistency Evaluator for Text Summarization—0
Chatbot for fitness management using IBM Watson—0
Extending the Semantics in Natural Language Understanding—0
Extracting triples from dialogues for conversational social agents—0
Chatbot: A Conversational Agent employed with Named Entity Recognition Model using Artificial Neural Network—0
Chain-of-Thought Tuning: Masked Language Models can also Think Step By Step in Natural Language Understanding—0
Chain of Attack: On the Robustness of Vision-Language Models Against Transfer-Based Adversarial Attacks—0
CG-BERT: Conditional Text Generation with BERT for Generalized Few-shot Intent Detection—0
N-Shot Learning for Augmenting Task-Oriented Dialogue State Tracking—0
CFGs-2-NLU: Sequence-to-Sequence Learning for Mapping Utterances to Semantics and Pragmatics—0
A Semantic Web Framework for Automated Smart Assistants: COVID-19 Case Study—0
A Large Interlinked Knowledge Graph of the Italian Cultural Heritage—0
CC-SAM: SAM with Cross-feature Attention and Context for Ultrasound Image Segmentation—0
A Scalable Neural Shortlisting-Reranking Approach for Large-Scale Domain Classification in Natural Language Understanding—0
AdaPRL: Adaptive Pairwise Regression Learning with Uncertainty Estimation for Universal Regression Tasks—0
Extending Memory for Language Modelling—0
Extreme Model Compression for On-device Natural Language Understanding—0
CCoE: A Compact LLM with Collaboration of Experts—0
CBLUE: A Chinese Biomedical Language Understanding EvaluationBenchmark—0
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All datasetsPDP60STREUSLELexGLUEDialoGLUE fewshotDialoGLUE fullGLUE

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1HNNAccuracy90—Unverified
2UDSSM-II (ensemble)Accuracy78.3—Unverified
3BERT-large 340MAccuracy78.3—Unverified
4UDSSM-I (ensemble)Accuracy76.7—Unverified
5DSSMAccuracy75—Unverified
6UDSSM-IIAccuracy75—Unverified
7BERT-base 110M + MASAccuracy68.3—Unverified
8USSM + Supervised Deepnet + 3 Knowledge BasesAccuracy66.7—Unverified
9Word-level CNN+LSTM (full scoring)Accuracy60—Unverified
10Subword-level Transformer LMAccuracy58.3—Unverified
#ModelMetricClaimedVerifiedStatus
1BERT (pred POS/lemmas)Tags (Full) Acc82.5—Unverified
2BERT (none)Tags (Full) Acc82—Unverified
3BERT (gold POS/lemmas)Tags (Full) Acc81—Unverified
4GloVe (gold POS/lemmas)Tags (Full) Acc79.3—Unverified
5RoBERTa + LinearFull F1 (Preps)78.2—Unverified
6GloVe (none)Tags (Full) Acc77.5—Unverified
7GloVe (pred POS/lemmas)Tags (Full) Acc77.1—Unverified
8SVM (feature-rich, gold syntax)Role F1 (Preps)62.2—Unverified
9BiLSTM + MLP (gold syntax)Role F1 (Preps)62.2—Unverified
10SVM (feature-rich, auto syntax)Role F1 (Preps)58.2—Unverified
#ModelMetricClaimedVerifiedStatus
1CaseLaw-BERTCaseHOLD75.6—Unverified
2Legal-BERTCaseHOLD75.1—Unverified
3DeBERTaCaseHOLD72.1—Unverified
4LongformerCaseHOLD72—Unverified
5RoBERTaCaseHOLD71.7—Unverified
6BERTCaseHOLD70.7—Unverified
7BigBirdCaseHOLD70.4—Unverified
#ModelMetricClaimedVerifiedStatus
1ConvBERT-DGAverage74.6—Unverified
2ConvBERT-DG + Pre + MultiAverage73.8—Unverified
3mslmAverage73.49—Unverified
4ConvBERT + Pre + MultiAverage68.22—Unverified
5BanLanGenAverage39.16—Unverified
#ModelMetricClaimedVerifiedStatus
1ConvBERT + Pre + MultiAverage86.89—Unverified
2mslmAverage85.83—Unverified
3ConvBERT-DG + Pre + MultiAverage85.34—Unverified
#ModelMetricClaimedVerifiedStatus
1MT-DNN-SMARTAverage89.9—Unverified
2BERT-LARGEAverage82.1—Unverified