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 701750 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
Graph-Based Semi-Supervised Learning for Natural Language Understanding0
Graph Enhanced Cross-Domain Text-to-SQL Generation0
Error Detection in Large-Scale Natural Language Understanding Systems Using Transformer Models0
Chinese Long and Short Form Choice Exploiting Neural Network Language Modeling Approaches0
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
Causal Distillation for Language Models0
Argument Mining: A Survey0
Catastrophic Forgetting in LLMs: A Comparative Analysis Across Language Tasks0
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
CASSANDRA: A multipurpose configurable voice-enabled human-computer-interface0
Exploring the Robustness of Model-Graded Evaluations and Automated Interpretability0
Entity resolution for noisy ASR transcripts0
Argument Linking: A Survey and Forecast0
Exploring Transfer Learning For End-to-End Spoken Language Understanding0
Exploring Transformers in Emotion Recognition: a comparison of BERT, DistillBERT, RoBERTa, XLNet and ELECTRA0
Graph Meets LLM: A Novel Approach to Collaborative Filtering for Robust Conversational Understanding0
ASR-GLUE: A New Multi-task Benchmark for ASR-Robust Natural Language Understanding0
Extending Memory for Language Modelling0
Extending the Semantics in Natural Language Understanding0
Entity Context Graph: Learning Entity Representations fromSemi-Structured Textual Sources on the Web0
CLOWER: A Pre-trained Language Model with Contrastive Learning over Word and Character Representations0
Entity Aware Syntax Tree Based Data Augmentation for Natural Language Understanding0
Extreme Model Compression for On-device Natural Language Understanding0
Towards Answering Open-ended Ethical Quandary Questions0
Ensemble Chinese End-to-End Spoken Language Understanding for Abnormal Event Detection from audio stream0
CASA-NLU: Context-Aware Self-Attentive Natural Language Understanding for Task-Oriented Chatbots0
Fast and Scalable Expansion of Natural Language Understanding Functionality for Intelligent Agents0
AI Metropolis: Scaling Large Language Model-based Multi-Agent Simulation with Out-of-order Execution0
Ensemble approach for natural language question answering problem0
CoDA21: Evaluating Language Understanding Capabilities of NLP Models With Context-Definition Alignment0
FedEAT: A Robustness Optimization Framework for Federated LLMs0
CAPT: Contrastive Pre-Training for Learning Denoised Sequence Representations0
Federated Learning for Emoji Prediction in a Mobile Keyboard0
A Review on Large Language Models for Visual Analytics0
CoDA: Contrast-enhanced and Diversity-promoting Data Augmentation for Natural Language Understanding0
FeelsGoodMan: Inferring Semantics of Twitch Neologisms0
FeelsGoodMan: Inferring Semantics of Twitch Neologisms0
Enriched Pre-trained Transformers for Joint Slot Filling and Intent Detection0
ENIGMA-51: Towards a Fine-Grained Understanding of Human-Object Interactions in Industrial Scenarios0
FewNLU: Benchmarking State-of-the-Art Methods for Few-Shot Natural Language Understanding0
GPT Semantic Cache: Reducing LLM Costs and Latency via Semantic Embedding Caching0
Show:102550
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1HNNAccuracy90Unverified
2UDSSM-II (ensemble)Accuracy78.3Unverified
3BERT-large 340MAccuracy78.3Unverified
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