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

Showing 16511675 of 1978 papers

TitleStatusHype
A Simple yet Effective Self-Debiasing Framework for Transformer ModelsCode0
Learning and Evaluating Contextual Embedding of Source CodeCode0
Language-Agnostic Syllabification with Neural Sequence LabelingCode0
Language Detoxification with Attribute-Discriminative Latent SpaceCode0
Language Fusion for Parameter-Efficient Cross-lingual TransferCode0
Deep Semantic Role Labeling with Self-AttentionCode0
Deep Model Compression Also Helps Models Capture AmbiguityCode0
VirAAL: Virtual Adversarial Active Learning For NLUCode0
TLM: Token-Level Masking for TransformersCode0
Causal Graphs Meet Thoughts: Enhancing Complex Reasoning in Graph-Augmented LLMsCode0
Deep Cascade Multi-task Learning for Slot Filling in Online Shopping AssistantCode0
A Simple Method for Commonsense ReasoningCode0
AROMA: Autonomous Rank-one Matrix AdaptationCode0
Hysteresis Activation Function for Efficient InferenceCode0
Primacy Effect of ChatGPTCode0
How To Evaluate Your Dialogue System: Probe Tasks as an Alternative for Token-level Evaluation MetricsCode0
How Does Data Corruption Affect Natural Language Understanding Models? A Study on GLUE datasetsCode0
How Decoding Strategies Affect the Verifiability of Generated TextCode0
Hierarchical Transformer for Task Oriented Dialog SystemsCode0
Cascaded LSTMs based Deep Reinforcement Learning for Goal-driven DialogueCode0
Hierarchical Multi-Task Natural Language Understanding for Cross-domain Conversational AI: HERMIT NLUCode0
When does word order matter and when doesn't it?Code0
Topic Modelling of Swedish Newspaper Articles about Coronavirus: a Case Study using Latent Dirichlet Allocation MethodCode0
Privacy Guarantees for De-identifying Text TransformationsCode0
SQATIN: Supervised Instruction Tuning Meets Question Answering for Improved Dialogue NLUCode0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1HNNAccuracy90Unverified
2UDSSM-II (ensemble)Accuracy78.3Unverified
3BERT-large 340MAccuracy78.3Unverified
4UDSSM-I (ensemble)Accuracy76.7Unverified
5DSSMAccuracy75Unverified
6UDSSM-IIAccuracy75Unverified
7BERT-base 110M + MASAccuracy68.3Unverified
8USSM + Supervised Deepnet + 3 Knowledge BasesAccuracy66.7Unverified
9Word-level CNN+LSTM (full scoring)Accuracy60Unverified
10Subword-level Transformer LMAccuracy58.3Unverified
#ModelMetricClaimedVerifiedStatus
1BERT (pred POS/lemmas)Tags (Full) Acc82.5Unverified
2BERT (none)Tags (Full) Acc82Unverified
3BERT (gold POS/lemmas)Tags (Full) Acc81Unverified
4GloVe (gold POS/lemmas)Tags (Full) Acc79.3Unverified
5RoBERTa + LinearFull F1 (Preps)78.2Unverified
6GloVe (none)Tags (Full) Acc77.5Unverified
7GloVe (pred POS/lemmas)Tags (Full) Acc77.1Unverified
8SVM (feature-rich, gold syntax)Role F1 (Preps)62.2Unverified
9BiLSTM + MLP (gold syntax)Role F1 (Preps)62.2Unverified
10SVM (feature-rich, auto syntax)Role F1 (Preps)58.2Unverified
#ModelMetricClaimedVerifiedStatus
1CaseLaw-BERTCaseHOLD75.6Unverified
2Legal-BERTCaseHOLD75.1Unverified
3DeBERTaCaseHOLD72.1Unverified
4LongformerCaseHOLD72Unverified
5RoBERTaCaseHOLD71.7Unverified
6BERTCaseHOLD70.7Unverified
7BigBirdCaseHOLD70.4Unverified
#ModelMetricClaimedVerifiedStatus
1ConvBERT-DGAverage74.6Unverified
2ConvBERT-DG + Pre + MultiAverage73.8Unverified
3mslmAverage73.49Unverified
4ConvBERT + Pre + MultiAverage68.22Unverified
5BanLanGenAverage39.16Unverified
#ModelMetricClaimedVerifiedStatus
1ConvBERT + Pre + MultiAverage86.89Unverified
2mslmAverage85.83Unverified
3ConvBERT-DG + Pre + MultiAverage85.34Unverified
#ModelMetricClaimedVerifiedStatus
1MT-DNN-SMARTAverage89.9Unverified
2BERT-LARGEAverage82.1Unverified