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09/14/2023
Advancing Regular Language Reasoning in Linear Recurrent Neural Networks
In recent studies, linear recurrent neural networks (LRNNs) have achieve...
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06/26/2023
Structured Dialogue Discourse Parsing
Dialogue discourse parsing aims to uncover the internal structure of a m...
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05/24/2023
PESCO: Prompt-enhanced Self Contrastive Learning for Zero-shot Text Classification
We present PESCO, a novel contrastive learning framework that substantia...
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05/05/2023
Transformer Working Memory Enables Regular Language Reasoning and Natural Language Length Extrapolation
Unlike recurrent models, conventional wisdom has it that Transformers ca...
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12/20/2022
Receptive Field Alignment Enables Transformer Length Extrapolation
Length extrapolation is a desirable property that permits training a tra...
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10/08/2022
On Task-Adaptive Pretraining for Dialogue Response Selection
Recent advancements in dialogue response selection (DRS) are based on th...
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06/15/2022
Training Discrete Deep Generative Models via Gapped Straight-Through Estimator
While deep generative models have succeeded in image processing, natural...
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05/20/2022
KERPLE: Kernelized Relative Positional Embedding for Length Extrapolation
Relative positional embeddings (RPE) have received considerable attentio...
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10/25/2021
Zero-Shot Dialogue Disentanglement by Self-Supervised Entangled Response Selection
Dialogue disentanglement aims to group utterances in a long and multi-pa...
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10/12/2021
Are you doing what I say? On modalities alignment in ALFRED
ALFRED is a recently proposed benchmark that requires a model to complet...
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12/15/2020
Automatic Speech Verification Spoofing Detection
Automatic speech verification (ASV) is the technology to determine the i...
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12/02/2019
Just Ask:An Interactive Learning Framework for Vision and Language Navigation
In the vision and language navigation task, the agent may encounter ambi...
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10/21/2018
BCWS: Bilingual Contextual Word Similarity
This paper introduces the first dataset for evaluating English-Chinese B...
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09/15/2018
CLUSE: Cross-Lingual Unsupervised Sense Embeddings
This paper proposes a modularized sense induction and representation lea...
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09/10/2018
xSense: Learning Sense-Separated Sparse Representations and Textual Definitions for Explainable Word Sense Networks
Despite the success achieved on various natural language processing task...
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09/30/2017
Dynamic Time-Aware Attention to Speaker Roles and Contexts for Spoken Language Understanding
Spoken language understanding (SLU) is an essential component in convers...
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09/30/2017