[ICML 2024] LESS: Selecting Influential Data for Targeted Instruction Tuning
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Oct 20, 2024 - Jupyter Notebook
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data-selection
Here are 27 public repositories matching this topic...
DSIR large-scale data selection framework for language model training
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Apr 7, 2024 - Python
A Survey on Data Selection for Language Models
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Oct 13, 2024
⛔ [DEPRECATED] Adapt Transformer-based language models to new text domains
natural-language-processing deprecated transfer-learning domain-adaptation data-selection huggingface-transformers huggingface-tokenizers
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Feb 21, 2024 - Jupyter Notebook
InstructionGPT-4
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Dec 29, 2023 - Python
[ACL 2023] The code for our ACL'23 paper Cold-Start Data Selection for Few-shot Language Model Fine-tuning: A Prompt-Based Uncertainty Propagation Approach
nlp natural-language-processing cold-start language-model active-learning data-selection fine-tuning few-shot-learning prompt-learning acl2023
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Jun 1, 2024 - Python
Enhancing Efficiency in Multidevice Federated Learning through Data Selection
machine-learning flower wearable-devices edge-computing data-selection wearable-computing federated-learning split-learning data-centric-ai data-centric-machine-learning
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Apr 15, 2024 - Python
This is an official repository for "Performance Scaling via Optimal Transport: Enabling Data Selection from Partially Revealed Sources" (NeurIPS 2023).
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Oct 26, 2023 - Python
Enhanced spatio-temporal electric load forecasts with less data using active deep learning
machine-learning deep-learning remote-sensing sampling active-learning data-selection spatio-temporal-prediction load-forecasting
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Feb 7, 2023 - Jupyter Notebook
Keras sentence classification
theano deep-learning neural-network keras cnn recurrent-neural-networks lstm convolutional-neural-networks statistical-machine-translation data-selection
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Apr 27, 2018 - Python
Repository for the experiments in my paper accepted to the CLIN Journal: "Selecting Parallel In-domain Sentences for Neural Machine Translation Using Monolingual Texts"
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Jan 16, 2024 - Perl
Dynamic Transfer Learning for Low-Resource Neural Machine Translation
multilingual transfer-learning nmt adaptation data-selection low-resource-languages zero-shot-translation pretraining dynamic-transfer-learning
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Aug 4, 2020 - Python
Code for NeurIPS 2023 Paper (Imitation Learning from Imperfection: Theoretical Justifications and Algorithms)
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Sep 22, 2023 - Python
A Python package for studying neural learning
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Dec 18, 2024 - Python
An Approach to Enhancing the Efficacy of Post-Training Using Synthetic Data by Iterative Data Selection
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Dec 24, 2024 - Python
CORE: Mitigating Catastrophic Forgetting in Continual Learning through Cognitive Replay (CogSci 2024 Oral)
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May 24, 2024 - Python
This repository contains the data and code for the paper "Self-training with Two-phase Self-augmentation for Few-shot Dialogue Generation" (EMNLP2022-Findings).
transformers self-training uncertainty-estimation dialogue-generation data-selection few-shot-learning text-augmentation few-shot-generation
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Dec 5, 2022 - Python
Code for Generative Deduplication For Socia Media Data Selection (Findings of EMNLP 2024)
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Oct 8, 2024 - Python
Quilt: Robust Data Segment Selection against Concept Drifts (AAAI 2024)
machine-learning artificial-intelligence concept-drift robustness data-selection responsible-ai model-robustness data-centric-ai distribution-shift robustness-ml robustness-ai
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Dec 23, 2023 - Python
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