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
Graph Meets LLM: A Novel Approach to Collaborative Filtering for Robust Conversational Understanding0
Graph Retrieval-Augmented LLM for Conversational Recommendation Systems0
Grasping the Finer Point: A Supervised Similarity Network for Metaphor Detection0
GREEN: Generative Radiology Report Evaluation and Error Notation0
Language Conditioned Imitation Learning over Unstructured Data0
GUIDE: Graphical User Interface Data for Execution0
Gunrock 2.0: A User Adaptive Social Conversational System0
Hakim: Farsi Text Embedding Model0
Hallucinations and Key Information Extraction in Medical Texts: A Comprehensive Assessment of Open-Source Large Language Models0
Handling Noun-Noun Coreference in Tamil0
Have Attention Heads in BERT Learned Constituency Grammar?0
Hierarchical Encoders for Modeling and Interpreting Screenplays0
HierTOD: A Task-Oriented Dialogue System Driven by Hierarchical Goals0
Hi, how can I help you?: Automating enterprise IT support help desks0
History-Aware Question Answering in a Blocks World Dialogue System0
How Can Large Language Models Understand Spatial-Temporal Data?0
How Can We Accelerate Progress Towards Human-like Linguistic Generalization?0
How Does Data Corruption Affect Natural Language Understanding Models? A Study on GLUE datasets0
How Robust is GPT-3.5 to Predecessors? A Comprehensive Study on Language Understanding Tasks0
How to Select One Among All ? An Empirical Study Towards the Robustness of Knowledge Distillation in Natural Language Understanding0
Human-like Cognitive Generalization for Large Models via Brain-in-the-loop Supervision0
Hybrid MemNet for Extractive Summarization0
Hyperbolic Deep Learning for Chinese Natural Language Understanding0
HyperGrid: Efficient Multi-Task Transformers with Grid-wise Decomposable Hyper Projections0
HyperGrid Transformers: Towards A Single Model for Multiple Tasks0
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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