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 751–800 of 1978 papers

TitleStatusHype
Ensemble Chinese End-to-End Spoken Language Understanding for Abnormal Event Detection from audio stream—0
CASA-NLU: Context-Aware Self-Attentive Natural Language Understanding for Task-Oriented Chatbots—0
Find a Reasonable Ending for Stories: Does Logic Relation Help the Story Cloze Test?—0
Fine-Tuned Transformers Show Clusters of Similar Representations Across Layers—0
AI Metropolis: Scaling Large Language Model-based Multi-Agent Simulation with Out-of-order Execution—0
Fine-Tuned Transformers Show Clusters of Similar Representations Across Layers—0
Fine-tuning BERT for Low-Resource Natural Language Understanding via Active Learning—0
Fine-Tuning BERT for Schema-Guided Zero-Shot Dialogue State Tracking—0
Ensemble approach for natural language question answering problem—0
Fine-tuning Transformer-based Encoder for Turkish Language Understanding Tasks—0
First Train to Generate, then Generate to Train: UnitedSynT5 for Few-Shot NLI—0
FitChat: Conversational Artificial Intelligence Interventions for Encouraging Physical Activity in Older Adults—0
CAPT: Contrastive Pre-Training for Learning Denoised Sequence Representations—0
A Review on Large Language Models for Visual Analytics—0
Enriched Pre-trained Transformers for Joint Slot Filling and Intent Detection—0
FltLM: An Intergrated Long-Context Large Language Model for Effective Context Filtering and Understanding—0
ENIGMA-51: Towards a Fine-Grained Understanding of Human-Object Interactions in Industrial Scenarios—0
Identification of Entailment and Contradiction Relations between Natural Language Sentences: A Neurosymbolic Approach—0
Forming Trees with Treeformers—0
Identifying and Resolving Annotation Changes for Natural Language Understanding—0
Enhancing Text Generation in Joint NLG/NLU Learning Through Curriculum Learning, Semi-Supervised Training, and Advanced Optimization Techniques—0
Enhancing Slot Tagging with Intent Features for Task Oriented Natural Language Understanding using BERT—0
From Audio to Semantics: Approaches to end-to-end spoken language understanding—0
From Beginner to Expert: Modeling Medical Knowledge into General LLMs—0
From Characters to Words: Hierarchical Pre-trained Language Model for Open-vocabulary Language Understanding—0
A survey of joint intent detection and slot-filling models in natural language understanding—0
From Spatial Relations to Spatial Configurations—0
From text to talk: Harnessing conversational corpora for humane and diversity-aware language technology—0
From Universal Language Model to Downstream Task: Improving RoBERTa-Based Vietnamese Hate Speech Detection—0
From Virtual to Real: A Framework for Verbal Interaction with Robots—0
A Review of Winograd Schema Challenge Datasets and Approaches—0
Fully Unsupervised Crosslingual Semantic Textual Similarity Metric Based on BERT for Identifying Parallel Data—0
Enhancing Semantic Word Representations by Embedding Deeper Word Relationships—0
Enhancing Semantic Understanding with Self-supervised Methods for Abstractive Dialogue Summarization—0
Can Wikipedia Categories Improve Masked Language Model Pretraining?—0
Competence-based Question Generation—0
A Review of Text Style Transfer using Deep Learning—0
Enhancing Self-Attention with Knowledge-Assisted Attention Maps—0
Generating Synthetic Data for Task-Oriented Semantic Parsing with Hierarchical Representations—0
Can We Use Probing to Better Understand Fine-tuning and Knowledge Distillation of the BERT NLU?—0
Generation-Distillation for Efficient Natural Language Understanding in Low-Data Settings—0
Generative Adversarial Networks for Annotated Data Augmentation in Data Sparse NLU—0
IBADR: an Iterative Bias-Aware Dataset Refinement Framework for Debiasing NLU models—0
GeoGLUE: A GeoGraphic Language Understanding Evaluation Benchmark—0
GeoReasoner: Reasoning On Geospatially Grounded Context For Natural Language Understanding—0
Get Your Model Puzzled: Introducing Crossword-Solving as a New NLP Benchmark—0
Enhancing Performance on Seen and Unseen Dialogue Scenarios using Retrieval-Augmented End-to-End Task-Oriented System—0
Can Offline Reinforcement Learning Help Natural Language Understanding?—0
ICH-Qwen: A Large Language Model Towards Chinese Intangible Cultural Heritage—0
Identifying Bengali Multiword Expressions using Semantic Clustering—0
Show:102550
← PrevPage 16 of 40Next →
All datasetsPDP60STREUSLELexGLUEDialoGLUE fewshotDialoGLUE fullGLUE

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1HNNAccuracy90—Unverified
2BERT-large 340MAccuracy78.3—Unverified
3UDSSM-II (ensemble)Accuracy78.3—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