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 401–450 of 1978 papers

TitleStatusHype
A Comparison of Natural Language Understanding Platforms for Chatbots in Software Engineering—0
Dual Convolutional LSTM Network for Referring Image Segmentation—0
Bailicai: A Domain-Optimized Retrieval-Augmented Generation Framework for Medical Applications—0
Bag of Tricks for Effective Language Model Pretraining and Downstream Adaptation: A Case Study on GLUE—0
A New Concept of Knowledge based Question Answering (KBQA) System for Multi-hop Reasoning—0
Bag of Experts Architectures for Model Reuse in Conversational Language Understanding—0
Bactrainus: Optimizing Large Language Models for Multi-hop Complex Question Answering Tasks—0
A Comparative Study on Collecting High-Quality Implicit Reasonings at a Large-scale—0
Sharpness-Aware Minimization with Dynamic Reweighting—0
A Neural Entity Coreference Resolution Review—0
AAVENUE: Detecting LLM Biases on NLU Tasks in AAVE via a Novel Benchmark—0
ESIE-BERT: Enriching Sub-words Information Explicitly with BERT for Joint Intent Classification and SlotFilling—0
Dr. Summarize: Global Summarization of Medical Dialogue by Exploiting Local Structures.—0
DSFormer: Effective Compression of Text-Transformers by Dense-Sparse Weight Factorization—0
A Weakly-Supervised Attention-based Visualization Tool for Assessing Political Affiliation—0
An Enactivist account of Mind Reading in Natural Language Understanding—0
Advancing the State of the Art in Open Domain Dialog Systems through the Alexa Prize—0
A Comparative Analysis of Pretrained Language Models for Text-to-Speech—0
AutoNLU: Detecting, root-causing, and fixing NLU model errors—0
AutoNLU: An On-demand Cloud-based Natural Language Understanding System for Enterprises—0
Automating REST API Postman Test Cases Using LLM—0
Dropping Networks for Transfer Learning—0
Automating Mathematical Proof Generation Using Large Language Model Agents and Knowledge Graphs—0
Automatic question generation based on sentence structure analysis using machine learning approach—0
A Dog Is Passing Over The Jet? A Text-Generation Dataset for Korean Commonsense Reasoning and Evaluation—0
A negation detection assessment of GPTs: analysis with the xNot360 dataset—0
Automatic Glossary of Clinical Terminology: a Large-Scale Dictionary of Biomedical Definitions Generated from Ontological Knowledge—0
A Comparative Analysis of Ethical and Safety Gaps in LLMs using Relative Danger Coefficient—0
3D-RPE: Enhancing Long-Context Modeling Through 3D Rotary Position Encoding—0
Automatic Discovery of Novel Intents & Domains from Text Utterances—0
An Efficient DP-SGD Mechanism for Large Scale NLP Models—0
Automatic Data Expansion for Customer-care Spoken Language Understanding—0
A Dialogue System for Assessing Activities of Daily Living: Improving Consistency with Grounded Knowledge—0
On the Importance of Word Order Information in Cross-lingual Sequence Labeling—0
DP-DyLoRA: Fine-Tuning Transformer-Based Models On-Device under Differentially Private Federated Learning using Dynamic Low-Rank Adaptation—0
BPDec: Unveiling the Potential of Masked Language Modeling Decoder in BERT pretraining—0
Dr. Summarize: Global Summarization of Medical Dialogue by Exploiting Local Structures—0
D.Va: Validate Your Demonstration First Before You Use It—0
Cross-lingual Adaption Model-Agnostic Meta-Learning for Natural Language Understanding—0
EvoText: Enhancing Natural Language Generation Models via Self-Escalation Learning for Up-to-Date Knowledge and Improved Performance—0
Cross-Language Assessment of Mathematical Capability of ChatGPT—0
ADEPT: An Adjective-Dependent Plausibility Task—0
Looking Right is Sometimes Right: Investigating the Capabilities of Decoder-only LLMs for Sequence Labeling—0
Do Not Worry if You Do Not Have Data: Building Pretrained Language Models Using Translationese—0
Creation Of A ChatBot Based On Natural Language Proccesing For Whatsapp—0
Cross-Lingual Dialogue Dataset Creation via Outline-Based Generation—0
AutoLoRA: Automatically Tuning Matrix Ranks in Low-Rank Adaptation Based on Meta Learning—0
An Effective Multi-Stage Approach For Question Answering—0
Augmenting Named Entity Recognition with Commonsense Knowledge—0
Audrey: A Personalized Open-Domain Conversational Bot—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