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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 651–675 of 1978 papers

TitleStatusHype
Fine-Tuned Transformers Show Clusters of Similar Representations Across Layers—0
Fine-tuning BERT for Low-Resource Natural Language Understanding via Active Learning—0
FitChat: Conversational Artificial Intelligence Interventions for Encouraging Physical Activity in Older Adults—0
CCoE: A Compact LLM with Collaboration of Experts—0
A scalable framework for learning from implicit user feedback to improve natural language understanding in large-scale conversational AI systems—0
FewNLU: Benchmarking State-of-the-Art Methods for Few-Shot Natural Language Understanding—0
Active Learning for New Domains in Natural Language Understanding—0
Evaluate On-the-job Learning Dialogue Systems and a Case Study for Natural Language Understanding—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
A Joint Model for Semantic Sequences: Frames, Entities, Sentiments—0
Few-shot Intent Classification and Slot Filling with Retrieved Examples—0
Error Detection in Large-Scale Natural Language Understanding Systems Using Transformer Models—0
Causal Distillation for Language Models—0
Argument Mining: A Survey—0
FeelsGoodMan: Inferring Semantics of Twitch Neologisms—0
Evaluating Cross-Lingual Transfer Learning Approaches in Multilingual Conversational Agent Models—0
CBLUE: A Chinese Biomedical Language Understanding EvaluationBenchmark—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
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
Catastrophic Forgetting in LLMs: A Comparative Analysis Across Language Tasks—0
CASSANDRA: A multipurpose configurable voice-enabled human-computer-interface—0
Entity resolution for noisy ASR transcripts—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