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
Beyond Direct Diagnosis: LLM-based Multi-Specialist Agent Consultation for Automatic Diagnosis—0
MaLLaM -- Malaysia Large Language Model—0
Large Language Model Adaptation for Financial Sentiment Analysis—0
TrICy: Trigger-guided Data-to-text Generation with Intent aware Attention-Copy—0
Looking Right is Sometimes Right: Investigating the Capabilities of Decoder-only LLMs for Sequence Labeling—0
Semantic Sensitivities and Inconsistent Predictions: Measuring the Fragility of NLI ModelsCode0
TURNA: A Turkish Encoder-Decoder Language Model for Enhanced Understanding and GenerationCode2
How Can Large Language Models Understand Spatial-Temporal Data?—0
Enhancing Image Retrieval : A Comprehensive Study on Photo Search using the CLIP Mode—0
Synergizing Machine Learning & Symbolic Methods: A Survey on Hybrid Approaches to Natural Language Processing—0
Temporal Blind Spots in Large Language ModelsCode0
Learning Shortcuts: On the Misleading Promise of NLU in Language Models—0
Machine Translation with Large Language Models: Prompt Engineering for Persian, English, and Russian Directions—0
MARIO: MAth Reasoning with code Interpreter Output -- A Reproducible PipelineCode3
Transcending Controlled Environments Assessing the Transferability of ASRRobust NLU Models to Real-World Applications—0
Natural Language Processing for Dialects of a Language: A Survey—0
We Need to Talk About Classification Evaluation Metrics in NLP—0
Enhancing Essay Scoring with Adversarial Weights Perturbation and Metric-specific AttentionPooling—0
Towards ASR Robust Spoken Language Understanding Through In-Context Learning With Word Confusion Networks—0
ReFusion: Improving Natural Language Understanding with Computation-Efficient Retrieval Representation FusionCode0
Task Oriented Dialogue as a Catalyst for Self-Supervised Automatic Speech RecognitionCode0
Resource-Efficient Transformer Pruning for Finetuning of Large ModelsCode1
PerSHOP -- A Persian dataset for shopping dialogue systems modeling—0
Unified-IO 2: Scaling Autoregressive Multimodal Models with Vision, Language, Audio, and ActionCode2
KnowledgeNavigator: Leveraging Large Language Models for Enhanced Reasoning over Knowledge Graph—0
Supervised Knowledge Makes Large Language Models Better In-context LearnersCode0
PersianLLaMA: Towards Building First Persian Large Language Model—0
Structured Probabilistic CodingCode1
DSFormer: Effective Compression of Text-Transformers by Dense-Sparse Weight Factorization—0
Imitation of Life: A Search Engine for Biologically Inspired DesignCode0
TESS: A Multi-intent Parser for Conversational Multi-Agent Systems with Decentralized Natural Language Understanding Models—0
ConsistentEE: A Consistent and Hardness-Guided Early Exiting Method for Accelerating Language Models InferenceCode0
Bengali Intent Classification with Generative Adversarial BERTCode0
Continuous Prompt Generation from Linear Combination of Discrete Prompt EmbeddingsCode0
LLaMAntino: LLaMA 2 Models for Effective Text Generation in Italian Language—0
RDR: the Recap, Deliberate, and Respond Method for Enhanced Language Understanding—0
Labels Need Prompts Too: Mask Matching for Natural Language Understanding Tasks—0
PROPRES: Investigating the Projectivity of Presupposition with Various Triggers and EnvironmentsCode0
BiPFT: Binary Pre-trained Foundation Transformer with Low-rank Estimation of Binarization Residual PolynomialsCode1
Rethinking the Instruction Quality: LIFT is What You Need—0
IEKG: A Commonsense Knowledge Graph for Idiomatic ExpressionsCode0
Building Domain-Specific LLMs Faithful To The Islamic Worldview: Mirage or Technical Possibility?—0
Retrieval-based Video Language Model for Efficient Long Video Question Answering—0
A Study on the Calibration of In-context LearningCode0
Efficient Large Language Models: A SurveyCode3
Improving Bias Mitigation through Bias Experts in Natural Language UnderstandingCode0
Visually Grounded Language Learning: a review of language games, datasets, tasks, and models—0
A Survey on Large Language Model (LLM) Security and Privacy: The Good, the Bad, and the Ugly—0
NLEBench+NorGLM: A Comprehensive Empirical Analysis and Benchmark Dataset for Generative Language Models in NorwegianCode0
From Beginner to Expert: Modeling Medical Knowledge into General LLMs—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