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

Showing 701725 of 1978 papers

TitleStatusHype
Explainable Slot Type Attentions to Improve Joint Intent Detection and Slot Filling0
Explain and Conquer: Personalised Text-based Reviews to Achieve Transparency0
CASSANDRA: A multipurpose configurable voice-enabled human-computer-interface0
Entity resolution for noisy ASR transcripts0
Argument Linking: A Survey and Forecast0
GeoGLUE: A GeoGraphic Language Understanding Evaluation Benchmark0
Explanation-aware Soft Ensemble Empowers Large Language Model In-context Learning0
Exploiting Open IE for Deriving Multiple Premises Entailment Corpus0
Exploiting Topic Information for Joint Intent Detection and Slot Filling0
New Approaches for Natural Language Understanding based on the Idea that Natural Language encodes both Information and its Processing Procedures0
Alexa Teacher Model: Pretraining and Distilling Multi-Billion-Parameter Encoders for Natural Language Understanding Systems0
Exploring and Evaluating Personalized Models for Code Generation0
Graph Meets LLM: A Novel Approach to Collaborative Filtering for Robust Conversational Understanding0
Exploring Lexical Irregularities in Hypothesis-Only Models of Natural Language Inference0
Exploring Named Entity Recognition As an Auxiliary Task for Slot Filling in Conversational Language Understanding0
Exploring Text Recombination for Automatic Narrative Level Detection0
Exploring Affordance and Situated Meaning in Image Captions: A Multimodal Analysis0
Exploring the importance of context and embeddings in neural NER models for task-oriented dialogue systems0
Entity Context Graph: Learning Entity Representations fromSemi-Structured Textual Sources on the Web0
Exploring the Robustness of Model-Graded Evaluations and Automated Interpretability0
Entity Aware Syntax Tree Based Data Augmentation for Natural Language Understanding0
Towards Answering Open-ended Ethical Quandary Questions0
Exploring Transfer Learning For End-to-End Spoken Language Understanding0
Exploring Transformers in Emotion Recognition: a comparison of BERT, DistillBERT, RoBERTa, XLNet and ELECTRA0
Ensemble Chinese End-to-End Spoken Language Understanding for Abnormal Event Detection from audio stream0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1HNNAccuracy90Unverified
2BERT-large 340MAccuracy78.3Unverified
3UDSSM-II (ensemble)Accuracy78.3Unverified
4UDSSM-I (ensemble)Accuracy76.7Unverified
5DSSMAccuracy75Unverified
6UDSSM-IIAccuracy75Unverified
7BERT-base 110M + MASAccuracy68.3Unverified
8USSM + Supervised Deepnet + 3 Knowledge BasesAccuracy66.7Unverified
9Word-level CNN+LSTM (full scoring)Accuracy60Unverified
10Subword-level Transformer LMAccuracy58.3Unverified
#ModelMetricClaimedVerifiedStatus
1BERT (pred POS/lemmas)Tags (Full) Acc82.5Unverified
2BERT (none)Tags (Full) Acc82Unverified
3BERT (gold POS/lemmas)Tags (Full) Acc81Unverified
4GloVe (gold POS/lemmas)Tags (Full) Acc79.3Unverified
5RoBERTa + LinearFull F1 (Preps)78.2Unverified
6GloVe (none)Tags (Full) Acc77.5Unverified
7GloVe (pred POS/lemmas)Tags (Full) Acc77.1Unverified
8SVM (feature-rich, gold syntax)Role F1 (Preps)62.2Unverified
9BiLSTM + MLP (gold syntax)Role F1 (Preps)62.2Unverified
10SVM (feature-rich, auto syntax)Role F1 (Preps)58.2Unverified
#ModelMetricClaimedVerifiedStatus
1CaseLaw-BERTCaseHOLD75.6Unverified
2Legal-BERTCaseHOLD75.1Unverified
3DeBERTaCaseHOLD72.1Unverified
4LongformerCaseHOLD72Unverified
5RoBERTaCaseHOLD71.7Unverified
6BERTCaseHOLD70.7Unverified
7BigBirdCaseHOLD70.4Unverified
#ModelMetricClaimedVerifiedStatus
1ConvBERT-DGAverage74.6Unverified
2ConvBERT-DG + Pre + MultiAverage73.8Unverified
3mslmAverage73.49Unverified
4ConvBERT + Pre + MultiAverage68.22Unverified
5BanLanGenAverage39.16Unverified
#ModelMetricClaimedVerifiedStatus
1ConvBERT + Pre + MultiAverage86.89Unverified
2mslmAverage85.83Unverified
3ConvBERT-DG + Pre + MultiAverage85.34Unverified
#ModelMetricClaimedVerifiedStatus
1MT-DNN-SMARTAverage89.9Unverified
2BERT-LARGEAverage82.1Unverified