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16 days ago
16 days ago
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Collections including paper arxiv:2406.07496
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Jun 23, 2024
Jun 23, 2024
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DSPy Assertions: Computational Constraints for Self-Refining Language Model Pipelines
Paper • 2312.13382 • Published • 3 -
DSPy: Compiling Declarative Language Model Calls into Self-Improving Pipelines
Paper • 2310.03714 • Published • 33 -
TextGrad: Automatic "Differentiation" via Text
Paper • 2406.07496 • Published • 28
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Jun 13, 2024
Jun 13, 2024
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Jun 12, 2024
Jun 12, 2024
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Jul 23, 2024
Jul 23, 2024
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Iterative Reasoning Preference Optimization
Paper • 2404.19733 • Published • 47 -
Better & Faster Large Language Models via Multi-token Prediction
Paper • 2404.19737 • Published • 73 -
ORPO: Monolithic Preference Optimization without Reference Model
Paper • 2403.07691 • Published • 64 -
KAN: Kolmogorov-Arnold Networks
Paper • 2404.19756 • Published • 108
Collection by
Aug 12, 2024
Aug 12, 2024
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Language Models as Compilers: Simulating Pseudocode Execution Improves Algorithmic Reasoning in Language Models
Paper • 2404.02575 • Published • 48 -
Toward Self-Improvement of LLMs via Imagination, Searching, and Criticizing
Paper • 2404.12253 • Published • 54 -
SnapKV: LLM Knows What You are Looking for Before Generation
Paper • 2404.14469 • Published • 23 -
FlowMind: Automatic Workflow Generation with LLMs
Paper • 2404.13050 • Published • 34
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Nov 27, 2024
Nov 27, 2024
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Evaluating Very Long-Term Conversational Memory of LLM Agents
Paper • 2402.17753 • Published • 18 -
StructLM: Towards Building Generalist Models for Structured Knowledge Grounding
Paper • 2402.16671 • Published • 26 -
Do Large Language Models Latently Perform Multi-Hop Reasoning?
Paper • 2402.16837 • Published • 24 -
Divide-or-Conquer? Which Part Should You Distill Your LLM?
Paper • 2402.15000 • Published • 22
Collection by
25 days ago
25 days ago
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Why do Learning Rates Transfer? Reconciling Optimization and Scaling Limits for Deep Learning
Paper • 2402.17457 • Published -
Curvature-Informed SGD via General Purpose Lie-Group Preconditioners
Paper • 2402.04553 • Published -
TextGrad: Automatic "Differentiation" via Text
Paper • 2406.07496 • Published • 28 -
Surge Phenomenon in Optimal Learning Rate and Batch Size Scaling
Paper • 2405.14578 • Published
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Jun 14, 2024
Jun 14, 2024
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Sep 10, 2024
Sep 10, 2024
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PRDP: Proximal Reward Difference Prediction for Large-Scale Reward Finetuning of Diffusion Models
Paper • 2402.08714 • Published • 11 -
Data Engineering for Scaling Language Models to 128K Context
Paper • 2402.10171 • Published • 23 -
RLVF: Learning from Verbal Feedback without Overgeneralization
Paper • 2402.10893 • Published • 10 -
Coercing LLMs to do and reveal (almost) anything
Paper • 2402.14020 • Published • 12