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Collections including paper arxiv:2406.14491

LLM Training & Improvement

On Domain-Specific Post-Training for Multimodal Large Language Models

Paper • 2411.19930 • Published Nov 29, 2024 • 30
Adapting Large Language Models via Reading Comprehension

Paper • 2309.09530 • Published Sep 18, 2023 • 80
Instruction Pre-Training: Language Models are Supervised Multitask Learners

Paper • 2406.14491 • Published Jun 20, 2024 • 95

Instruction Pre-Training: Language Models are Supervised Multitask Learners

Paper • 2406.14491 • Published Jun 20, 2024 • 95

PDFTriage: Question Answering over Long, Structured Documents

Paper • 2309.08872 • Published Sep 16, 2023 • 53
Adapting Large Language Models via Reading Comprehension

Paper • 2309.09530 • Published Sep 18, 2023 • 80
Table-GPT: Table-tuned GPT for Diverse Table Tasks

Paper • 2310.09263 • Published Oct 13, 2023 • 41
Context-Aware Meta-Learning

Paper • 2310.10971 • Published Oct 17, 2023 • 17

Model Training - Learning Scheme

Instruction Pre-Training: Language Models are Supervised Multitask Learners

Paper • 2406.14491 • Published Jun 20, 2024 • 95
Pre-training Small Base LMs with Fewer Tokens

Paper • 2404.08634 • Published Apr 12, 2024 • 36
Stacking Your Transformers: A Closer Look at Model Growth for Efficient LLM Pre-Training

Paper • 2405.15319 • Published May 24, 2024 • 30
Can LLMs Learn by Teaching? A Preliminary Study

Paper • 2406.14629 • Published Jun 20, 2024 • 20

Instruction Pre-Training: Language Models are Supervised Multitask Learners

Paper • 2406.14491 • Published Jun 20, 2024 • 95

Condor: Enhance LLM Alignment with Knowledge-Driven Data Synthesis and Refinement

Paper • 2501.12273 • Published Jan 21 • 14
CritiQ: Mining Data Quality Criteria from Human Preferences

Paper • 2502.19279 • Published Feb 26 • 10
Instruction Pre-Training: Language Models are Supervised Multitask Learners

Paper • 2406.14491 • Published Jun 20, 2024 • 95

Synthetic Data Generation

Textbooks Are All You Need

Paper • 2306.11644 • Published Jun 20, 2023 • 145
Textbooks Are All You Need II: phi-1.5 technical report

Paper • 2309.05463 • Published Sep 11, 2023 • 87
TinyStories: How Small Can Language Models Be and Still Speak Coherent English?

Paper • 2305.07759 • Published May 12, 2023 • 36
Scaling Synthetic Data Creation with 1,000,000,000 Personas

Paper • 2406.20094 • Published Jun 28, 2024 • 102

Transfer Learning - FineTuning SFT - Instruction

Training Task Experts through Retrieval Based Distillation

Paper • 2407.05463 • Published Jul 7, 2024 • 10
Instruction Pre-Training: Language Models are Supervised Multitask Learners

Paper • 2406.14491 • Published Jun 20, 2024 • 95
Scaling Smart: Accelerating Large Language Model Pre-training with Small Model Initialization

Paper • 2409.12903 • Published Sep 19, 2024 • 23
A Unified View of Delta Parameter Editing in Post-Trained Large-Scale Models

Paper • 2410.13841 • Published Oct 17, 2024 • 17

Adapting Large Language Models via Reading Comprehension

Paper • 2309.09530 • Published Sep 18, 2023 • 80
Instruction Pre-Training: Language Models are Supervised Multitask Learners

Paper • 2406.14491 • Published Jun 20, 2024 • 95

DS' Daily paper

Instruction Pre-Training: Language Models are Supervised Multitask Learners

Paper • 2406.14491 • Published Jun 20, 2024 • 95
Transformers are SSMs: Generalized Models and Efficient Algorithms Through Structured State Space Duality

Paper • 2405.21060 • Published May 31, 2024 • 68
Perplexed by Perplexity: Perplexity-Based Data Pruning With Small Reference Models

Paper • 2405.20541 • Published May 30, 2024 • 24
MMLU-Pro: A More Robust and Challenging Multi-Task Language Understanding Benchmark

Paper • 2406.01574 • Published Jun 3, 2024 • 50

LLM Training & Improvement

On Domain-Specific Post-Training for Multimodal Large Language Models

Paper • 2411.19930 • Published Nov 29, 2024 • 30
Adapting Large Language Models via Reading Comprehension

Paper • 2309.09530 • Published Sep 18, 2023 • 80
Instruction Pre-Training: Language Models are Supervised Multitask Learners

Paper • 2406.14491 • Published Jun 20, 2024 • 95

Condor: Enhance LLM Alignment with Knowledge-Driven Data Synthesis and Refinement

Paper • 2501.12273 • Published Jan 21 • 14
CritiQ: Mining Data Quality Criteria from Human Preferences

Paper • 2502.19279 • Published Feb 26 • 10
Instruction Pre-Training: Language Models are Supervised Multitask Learners

Paper • 2406.14491 • Published Jun 20, 2024 • 95

Instruction Pre-Training: Language Models are Supervised Multitask Learners

Paper • 2406.14491 • Published Jun 20, 2024 • 95

Synthetic Data Generation

Textbooks Are All You Need

Paper • 2306.11644 • Published Jun 20, 2023 • 145
Textbooks Are All You Need II: phi-1.5 technical report

Paper • 2309.05463 • Published Sep 11, 2023 • 87
TinyStories: How Small Can Language Models Be and Still Speak Coherent English?

Paper • 2305.07759 • Published May 12, 2023 • 36
Scaling Synthetic Data Creation with 1,000,000,000 Personas

Paper • 2406.20094 • Published Jun 28, 2024 • 102

PDFTriage: Question Answering over Long, Structured Documents

Paper • 2309.08872 • Published Sep 16, 2023 • 53
Adapting Large Language Models via Reading Comprehension

Paper • 2309.09530 • Published Sep 18, 2023 • 80
Table-GPT: Table-tuned GPT for Diverse Table Tasks

Paper • 2310.09263 • Published Oct 13, 2023 • 41
Context-Aware Meta-Learning

Paper • 2310.10971 • Published Oct 17, 2023 • 17

Transfer Learning - FineTuning SFT - Instruction

Training Task Experts through Retrieval Based Distillation

Paper • 2407.05463 • Published Jul 7, 2024 • 10
Instruction Pre-Training: Language Models are Supervised Multitask Learners

Paper • 2406.14491 • Published Jun 20, 2024 • 95
Scaling Smart: Accelerating Large Language Model Pre-training with Small Model Initialization

Paper • 2409.12903 • Published Sep 19, 2024 • 23
A Unified View of Delta Parameter Editing in Post-Trained Large-Scale Models

Paper • 2410.13841 • Published Oct 17, 2024 • 17

Model Training - Learning Scheme

Instruction Pre-Training: Language Models are Supervised Multitask Learners

Paper • 2406.14491 • Published Jun 20, 2024 • 95
Pre-training Small Base LMs with Fewer Tokens

Paper • 2404.08634 • Published Apr 12, 2024 • 36
Stacking Your Transformers: A Closer Look at Model Growth for Efficient LLM Pre-Training

Paper • 2405.15319 • Published May 24, 2024 • 30
Can LLMs Learn by Teaching? A Preliminary Study

Paper • 2406.14629 • Published Jun 20, 2024 • 20

Adapting Large Language Models via Reading Comprehension

Paper • 2309.09530 • Published Sep 18, 2023 • 80
Instruction Pre-Training: Language Models are Supervised Multitask Learners

Paper • 2406.14491 • Published Jun 20, 2024 • 95

Instruction Pre-Training: Language Models are Supervised Multitask Learners

Paper • 2406.14491 • Published Jun 20, 2024 • 95

DS' Daily paper

Instruction Pre-Training: Language Models are Supervised Multitask Learners

Paper • 2406.14491 • Published Jun 20, 2024 • 95
Transformers are SSMs: Generalized Models and Efficient Algorithms Through Structured State Space Duality

Paper • 2405.21060 • Published May 31, 2024 • 68
Perplexed by Perplexity: Perplexity-Based Data Pruning With Small Reference Models

Paper • 2405.20541 • Published May 30, 2024 • 24
MMLU-Pro: A More Robust and Challenging Multi-Task Language Understanding Benchmark

Paper • 2406.01574 • Published Jun 3, 2024 • 50

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