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 1201–1250 of 1978 papers

TitleStatusHype
A Dialogue System for Assessing Activities of Daily Living: Improving Consistency with Grounded Knowledge—0
A Dog Is Passing Over The Jet? A Text-Generation Dataset for Korean Commonsense Reasoning and Evaluation—0
Advancing the State of the Art in Open Domain Dialog Systems through the Alexa Prize—0
Adversarial Training for Large Neural Language Models—0
A Family of Pretrained Transformer Language Models for Russian—0
A Fast Attention Network for Joint Intent Detection and Slot Filling on Edge Devices—0
Aff2Vec: Affect--Enriched Distributional Word Representations—0
Agent-Specific Deontic Modality Detection in Legal Language—0
A Goal-oriented Neural Conversation Model by Self-Play—0
A Graph Neural Network Approach for Product Relationship Prediction—0
A Hybrid Model of Classification and Generation for Spatial Relation Extraction—0
A Hybrid Neural Network Model for Commonsense Reasoning—0
A Hybrid Neuro-Symbolic approach for Text-Based Games using Inductive Logic Programming—0
A Hybrid Task-Oriented Dialog System with Domain and Task Adaptive Pretraining—0
AI Metropolis: Scaling Large Language Model-based Multi-Agent Simulation with Out-of-order Execution—0
Towards Answering Open-ended Ethical Quandary Questions—0
A Joint Model for Semantic Sequences: Frames, Entities, Sentiments—0
A Large Interlinked Knowledge Graph of the Italian Cultural Heritage—0
A Large-Scale Multilingual Disambiguation of Glosses—0
Alexa Conversations: An Extensible Data-driven Approach for Building Task-oriented Dialogue Systems—0
Alexa Teacher Model: Pretraining and Distilling Multi-Billion-Parameter Encoders for Natural Language Understanding Systems—0
A Lexical Resource of Hebrew Verb-Noun Multi-Word Expressions—0
A Linguistic Study on Relevance Modeling in Information Retrieval—0
AMBERT: A Pre-trained Language Model with Multi-Grained Tokenization—0
A Metamodel and Framework for Artificial General Intelligence From Theory to Practice—0
A Modular and Adaptive System for Business Email Compromise Detection—0
A Multi-layer LSTM-based Approach for Robot Command Interaction Modeling—0
A Multi-level Supervised Contrastive Learning Framework for Low-Resource Natural Language Inference—0
A Multimodal Corpus of Rapid Dialogue Games—0
A Multitask Active Learning Framework for Natural Language Understanding—0
An adaptable task-oriented dialog system for stand-alone embedded devices—0
Analyzing Bagging Methods for Language Models—0
An Approach for Auto Generation of Labeling Functions for Software Engineering Chatbots—0
An Effective Multi-Stage Approach For Question Answering—0
An Efficient DP-SGD Mechanism for Large Scale NLP Models—0
A negation detection assessment of GPTs: analysis with the xNot360 dataset—0
An Enactivist account of Mind Reading in Natural Language Understanding—0
A Neural Entity Coreference Resolution Review—0
A New Concept of Knowledge based Question Answering (KBQA) System for Multi-hop Reasoning—0
A New Sentence Ordering Method Using BERT Pretrained Model—0
An Improved Neural Baseline for Temporal Relation Extraction—0
An Interdisciplinary Review of Commonsense Reasoning and Intent Detection—0
An Investigation of the (In)effectiveness of Counterfactually Augmented Data—0
A Non-Technical Survey on Deep Convolutional Neural Network Architectures—0
ANPMI: Assessing the True Comprehension Capabilities of LLMs for Multiple Choice Questions—0
An Unsupervised Language-Independent Entity Disambiguation Method and its Evaluation on the English and Persian Languages—0
Approximating a Zulu GF concrete syntax with a neural network for natural language understanding—0
A Probabilistic Framework for Representing Dialog Systems and Entropy-Based Dialog Management through Dynamic Stochastic State Evolution—0
AraBART: a Pretrained Arabic Sequence-to-Sequence Model for Abstractive Summarization—0
AraBART: a Pretrained Arabic Sequence-to-Sequence Model for Abstractive Summarization—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