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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 1551–1600 of 1978 papers

TitleStatusHype
Ensemble approach for natural language question answering problem—0
Ensemble Chinese End-to-End Spoken Language Understanding for Abnormal Event Detection from audio stream—0
Entity Aware Syntax Tree Based Data Augmentation for Natural Language Understanding—0
Entity Context Graph: Learning Entity Representations fromSemi-Structured Textual Sources on the Web—0
Entity resolution for noisy ASR transcripts—0
Error Detection in Large-Scale Natural Language Understanding Systems Using Transformer Models—0
Étiquetage ou génération de séquences pour la compréhension automatique du langage en contexte d’interaction? (Sequence tagging or sequence generation for Natural Language Understanding ?)—0
Evaluate On-the-job Learning Dialogue Systems and a Case Study for Natural Language Understanding—0
Evaluating Cross-Lingual Transfer Learning Approaches in Multilingual Conversational Agent Models—0
Evaluating Large Language Models on Financial Report Summarization: An Empirical Study—0
Evaluating Large Language Models on Spatial Tasks: A Multi-Task Benchmarking Study—0
Evaluating Large Language Models with Tests of Spanish as a Foreign Language: Pass or Fail?—0
Evaluating User Perception of Speech Recognition System Quality with Semantic Distance Metric—0
Evaluation Metrics for Machine Reading Comprehension: Prerequisite Skills and Readability—0
Evaluation of ChatGPT for NLP-based Mental Health Applications—0
Evaluation of large language models using an Indian language LGBTI+ lexicon—0
Evaluation of the KomParse Conversational Non-Player Characters in a Commercial Virtual World—0
EventBERT—0
EventBERT: Incorporating Event-based Semantics for Natural Language Understanding—0
Event Extraction: A Survey—0
Event Linking: Grounding Event Mentions to Wikipedia—0
Evolutionary Computation and Large Language Models: A Survey of Methods, Synergies, and Applications—0
Evolving Neural Selection with Adaptive Regularization—0
Privately Fine-Tuning Large Language Models with Differential Privacy—0
Examining Scaling and Transfer of Language Model Architectures for Machine Translation—0
Expanding Chatbot Knowledge in Customer Service: Context-Aware Similar Question Generation Using Large Language Models—0
Experimental Evaluation of Machine Learning Models for Goal-oriented Customer Service Chatbot with Pipeline Architecture—0
Explainable and Accurate Natural Language Understanding for Voice Assistants and Beyond—0
Explainable and Interpretable Multimodal Large Language Models: A Comprehensive Survey—0
Explainable Slot Type Attentions to Improve Joint Intent Detection and Slot Filling—0
Explain and Conquer: Personalised Text-based Reviews to Achieve Transparency—0
Explanation-aware Soft Ensemble Empowers Large Language Model In-context Learning—0
Exploiting Open IE for Deriving Multiple Premises Entailment Corpus—0
Exploiting Topic Information for Joint Intent Detection and Slot Filling—0
New Approaches for Natural Language Understanding based on the Idea that Natural Language encodes both Information and its Processing Procedures—0
Exploring and Evaluating Personalized Models for Code Generation—0
Exploring Lexical Irregularities in Hypothesis-Only Models of Natural Language Inference—0
Exploring Named Entity Recognition As an Auxiliary Task for Slot Filling in Conversational Language Understanding—0
Exploring Text Recombination for Automatic Narrative Level Detection—0
Exploring Affordance and Situated Meaning in Image Captions: A Multimodal Analysis—0
Exploring the importance of context and embeddings in neural NER models for task-oriented dialogue systems—0
Exploring the Robustness of Model-Graded Evaluations and Automated Interpretability—0
Exploring the Vulnerability of the Content Moderation Guardrail in Large Language Models via Intent Manipulation—0
Exploring Transfer Learning For End-to-End Spoken Language Understanding—0
Exploring Transformers in Emotion Recognition: a comparison of BERT, DistillBERT, RoBERTa, XLNet and ELECTRA—0
Extending Memory for Language Modelling—0
Extending the Semantics in Natural Language Understanding—0
Extracting triples from dialogues for conversational social agents—0
Extreme Model Compression for On-device Natural Language Understanding—0
FaBERT: Pre-training BERT on Persian Blogs—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