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 1301–1350 of 1978 papers

TitleStatusHype
Task-specific Compression for Multi-task Language Models using Attribution-based Pruning—0
A Two-Stage Prediction-Aware Contrastive Learning Framework for Multi-Intent NLU—0
Audrey: A Personalized Open-Domain Conversational Bot—0
Augmenting Named Entity Recognition with Commonsense Knowledge—0
EvoText: Enhancing Natural Language Generation Models via Self-Escalation Learning for Up-to-Date Knowledge and Improved Performance—0
AutoLoRA: Automatically Tuning Matrix Ranks in Low-Rank Adaptation Based on Meta Learning—0
Automatic Data Expansion for Customer-care Spoken Language Understanding—0
Automatic Discovery of Novel Intents & Domains from Text Utterances—0
Automatic Glossary of Clinical Terminology: a Large-Scale Dictionary of Biomedical Definitions Generated from Ontological Knowledge—0
Automatic question generation based on sentence structure analysis using machine learning approach—0
Automating Mathematical Proof Generation Using Large Language Model Agents and Knowledge Graphs—0
Automating REST API Postman Test Cases Using LLM—0
AutoNLU: An On-demand Cloud-based Natural Language Understanding System for Enterprises—0
AutoNLU: Detecting, root-causing, and fixing NLU model errors—0
A Weakly-Supervised Attention-based Visualization Tool for Assessing Political Affiliation—0
ESIE-BERT: Enriching Sub-words Information Explicitly with BERT for Joint Intent Classification and SlotFilling—0
Bactrainus: Optimizing Large Language Models for Multi-hop Complex Question Answering Tasks—0
Bag of Experts Architectures for Model Reuse in Conversational Language Understanding—0
Bag of Tricks for Effective Language Model Pretraining and Downstream Adaptation: A Case Study on GLUE—0
Bailicai: A Domain-Optimized Retrieval-Augmented Generation Framework for Medical Applications—0
BanglaBERT: Language Model Pretraining and Benchmarks for Low-Resource Language Understanding Evaluation in Bangla—0
BaSCo: An Annotated Basque-Spanish Code-Switching Corpus for Natural Language Understanding—0
Batch Calibration: Rethinking Calibration for In-Context Learning and Prompt Engineering—0
Bayesian Methods for Semi-supervised Text Annotation—0
Benchmarking Large Language Models for Cryptanalysis and Mismatched-Generalization—0
BERT-CoQAC: BERT-based Conversational Question Answering in Context—0
Beyond Direct Diagnosis: LLM-based Multi-Specialist Agent Consultation for Automatic Diagnosis—0
Bi-directional Joint Neural Networks for Intent Classification and Slot Filling—0
Bidirectional Representations for Low Resource Spoken Language Understanding—0
BiDoRA: Bi-level Optimization-Based Weight-Decomposed Low-Rank Adaptation—0
Bi-Drop: Enhancing Fine-tuning Generalization via Synchronous sub-net Estimation and Optimization—0
BiLoRA: A Bi-level Optimization Framework for Overfitting-Resilient Low-Rank Adaptation of Large Pre-trained Models—0
Binder: Hierarchical Concept Representation through Order Embedding of Binary Vectors—0
BioMistral-NLU: Towards More Generalizable Medical Language Understanding through Instruction Tuning—0
BOLD: Boolean Logic Deep Learning—0
Bootstrapping NLU Models with Multi-task Learning—0
Bridging the Gap between Spatial and Spectral Domains: A Survey on Graph Neural Networks—0
Builder, we have done it: Evaluating & Extending Dialogue-AMR NLU Pipeline for Two Collaborative Domains—0
Building a Corpus for Personality-dependent Natural Language Understanding and Generation—0
Building Advanced Dialogue Managers for Goal-Oriented Dialogue Systems—0
Building Domain-Specific LLMs Faithful To The Islamic Worldview: Mirage or Technical Possibility?—0
Building Intelligent Autonomous Navigation Agents—0
Building Korean Linguistic Resource for NLU Data Generation of Banking App CS Dialog System—0
Building Robust Spoken Language Understanding by Cross Attention between Phoneme Sequence and ASR Hypothesis—0
Building the Intent Landscape of Real-World Conversational Corpora with Extractive Question-Answering Transformers—0
C^3: Confidence Calibration Model Cascade for Inference-Efficient Cross-Lingual Natural Language Understanding—0
C5: Towards Better Conversation Comprehension and Contextual Continuity for ChatGPT—0
CALM: Contrastive Aligned Audio-Language Multirate and Multimodal Representations—0
Can a Gorilla Ride a Camel? Learning Semantic Plausibility from Text—0
Canary Extraction in Natural Language Understanding Models—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