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Collections

Discover the best community collections!

Collections including paper arxiv:2401.07950

Extending Llama-3's Context Ten-Fold Overnight

Paper • 2404.19553 • Published Apr 30, 2024 • 34
ReFT: Representation Finetuning for Language Models

Paper • 2404.03592 • Published Apr 4, 2024 • 94
Why do small language models underperform? Studying Language Model Saturation via the Softmax Bottleneck

Paper • 2404.07647 • Published Apr 11, 2024 • 4
SciGLM: Training Scientific Language Models with Self-Reflective Instruction Annotation and Tuning

Paper • 2401.07950 • Published Jan 15, 2024 • 4

Synthetic Data papers

Papers and important approraches for generation of synthetic data

AgentInstruct: Toward Generative Teaching with Agentic Flows

Paper • 2407.03502 • Published Jul 3, 2024 • 50
Magpie: Alignment Data Synthesis from Scratch by Prompting Aligned LLMs with Nothing

Paper • 2406.08464 • Published Jun 12, 2024 • 67
Phi-3 Technical Report: A Highly Capable Language Model Locally on Your Phone

Paper • 2404.14219 • Published Apr 22, 2024 • 256
DataDreamer: A Tool for Synthetic Data Generation and Reproducible LLM Workflows

Paper • 2402.10379 • Published Feb 16, 2024 • 31

Alignment: FineTuning-Preference

S-LoRA: Serving Thousands of Concurrent LoRA Adapters

Paper • 2311.03285 • Published Nov 6, 2023 • 32
Tailoring Self-Rationalizers with Multi-Reward Distillation

Paper • 2311.02805 • Published Nov 6, 2023 • 7
Ultra-Long Sequence Distributed Transformer

Paper • 2311.02382 • Published Nov 4, 2023 • 6
OpenChat: Advancing Open-source Language Models with Mixed-Quality Data

Paper • 2309.11235 • Published Sep 20, 2023 • 15

A Zero-Shot Language Agent for Computer Control with Structured Reflection

Paper • 2310.08740 • Published Oct 12, 2023 • 16
ExpeL: LLM Agents Are Experiential Learners

Paper • 2308.10144 • Published Aug 20, 2023 • 2
Demystifying GPT Self-Repair for Code Generation

Paper • 2306.09896 • Published Jun 16, 2023 • 19
Large Language Models are Better Reasoners with Self-Verification

Paper • 2212.09561 • Published Dec 19, 2022 • 1

Automated Annotation with Generative AI Requires Validation

Paper • 2306.00176 • Published May 31, 2023 • 1
Fabricator: An Open Source Toolkit for Generating Labeled Training Data with Teacher LLMs

Paper • 2309.09582 • Published Sep 18, 2023 • 4
PromptMix: A Class Boundary Augmentation Method for Large Language Model Distillation

Paper • 2310.14192 • Published Oct 22, 2023 • 1
ICLEF: In-Context Learning with Expert Feedback for Explainable Style Transfer

Paper • 2309.08583 • Published Sep 15, 2023 • 1

Sci-CoT: Leveraging Large Language Models for Enhanced Knowledge Distillation in Small Models for Scientific QA

Paper • 2308.04679 • Published Aug 9, 2023 • 1
CLIN: A Continually Learning Language Agent for Rapid Task Adaptation and Generalization

Paper • 2310.10134 • Published Oct 16, 2023 • 1
AstroLLaMA: Towards Specialized Foundation Models in Astronomy

Paper • 2309.06126 • Published Sep 12, 2023 • 17
Large Language Model for Science: A Study on P vs. NP

Paper • 2309.05689 • Published Sep 11, 2023 • 21

Ensemble-Instruct: Generating Instruction-Tuning Data with a Heterogeneous Mixture of LMs

Paper • 2310.13961 • Published Oct 21, 2023 • 5
Fabricator: An Open Source Toolkit for Generating Labeled Training Data with Teacher LLMs

Paper • 2309.09582 • Published Sep 18, 2023 • 4
Auto-Instruct: Automatic Instruction Generation and Ranking for Black-Box Language Models

Paper • 2310.13127 • Published Oct 19, 2023 • 12
Evaluating the Robustness to Instructions of Large Language Models

Paper • 2308.14306 • Published Aug 28, 2023 • 1

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