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 851–900 of 1978 papers

TitleStatusHype
AutoNLU: An On-demand Cloud-based Natural Language Understanding System for Enterprises—0
Automating REST API Postman Test Cases Using LLM—0
A Comparative Analysis of Pretrained Language Models for Text-to-Speech—0
Curriculum Learning for Natural Language Understanding—0
Curriculum: A Broad-Coverage Benchmark for Linguistic Phenomena in Natural Language Understanding—0
Automating Mathematical Proof Generation Using Large Language Model Agents and Knowledge Graphs—0
Curriculum: A Broad-Coverage Benchmark for Linguistic Phenomena in Natural Language Understanding—0
Automatic question generation based on sentence structure analysis using machine learning approach—0
CS-NLP team at SemEval-2020 Task 4: Evaluation of State-of-the-art NLP Deep Learning Architectures on Commonsense Reasoning Task—0
CS563-QA: A Collection for Evaluating Question Answering Systems—0
Automatic Glossary of Clinical Terminology: a Large-Scale Dictionary of Biomedical Definitions Generated from Ontological Knowledge—0
A negation detection assessment of GPTs: analysis with the xNot360 dataset—0
A Dog Is Passing Over The Jet? A Text-Generation Dataset for Korean Commonsense Reasoning and Evaluation—0
CRUISE: Cold-Start New Skill Development via Iterative Utterance Generation—0
Crowd-sourcing annotation of complex NLU tasks: A case study of argumentative content annotation—0
Cross-lingual Transfer or Machine Translation? On Data Augmentation for Monolingual Semantic Textual Similarity—0
Automatic Discovery of Novel Intents & Domains from Text Utterances—0
An Efficient DP-SGD Mechanism for Large Scale NLP Models—0
Improving Commonsense Question Answering by Graph-based Iterative Retrieval over Multiple Knowledge Sources—0
Automatic Data Expansion for Customer-care Spoken Language Understanding—0
Improving Classification-Based Natural Language Understanding with Non-Expert Annotation—0
Improving Black-box Speech Recognition using Semantic Parsing—0
AutoLoRA: Automatically Tuning Matrix Ranks in Low-Rank Adaptation Based on Meta Learning—0
An Effective Multi-Stage Approach For Question Answering—0
A Dialogue System for Assessing Activities of Daily Living: Improving Consistency with Grounded 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
Cross-Lingual Dialogue Dataset Creation via Outline-Based Generation—0
Improved intent classification based on context information using a windows-based approach—0
Cross-lingual Adaption Model-Agnostic Meta-Learning for Natural Language Understanding—0
Improved and Efficient Conversational Slot Labeling through Question Answering—0
Implicit Entity Linking in Tweets—0
Cross-Language Assessment of Mathematical Capability of ChatGPT—0
EvoText: Enhancing Natural Language Generation Models via Self-Escalation Learning for Up-to-Date Knowledge and Improved Performance—0
Creation Of A ChatBot Based On Natural Language Proccesing For Whatsapp—0
Imagination-Augmented Natural Language Understanding—0
Image Captioning at Will: A Versatile Scheme for Effectively Injecting Sentiments into Image Descriptions—0
Augmenting Named Entity Recognition with Commonsense Knowledge—0
Image-based Natural Language Understanding Using 2D Convolutional Neural Networks—0
Improved and Efficient Conversational Slot Labeling through Question Answering—0
CLIPPO: Image-and-Language Understanding from Pixels Only—0
Improved OOD Generalization via Adversarial Training and Pre-training—0
Improvements and Extensions on Metaphor Detection—0
Improving BERT with Hybrid Pooling Network and Drop Mask—0
I like fish, especially dolphins: Addressing Contradictions in Dialogue Modeling—0
Explicit Contextual Semantics for Text Comprehension—0
Audrey: A Personalized Open-Domain Conversational Bot—0
Improving Commonsense Contingent Reasoning by Pseudo-data and Its Application to the Related Tasks—0
An Approach for Auto Generation of Labeling Functions for Software Engineering Chatbots—0
ADEPT: An Adjective-Dependent Plausibility Task—0
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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