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The Goldilocks of Pragmatic Understanding: Fine-Tuning Strategy Matters for Implicature Resolution by LLMs
Paper • 2210.14986 • Published • 5 -
Camels in a Changing Climate: Enhancing LM Adaptation with Tulu 2
Paper • 2311.10702 • Published • 19 -
Large Language Models as Optimizers
Paper • 2309.03409 • Published • 79 -
From Sparse to Dense: GPT-4 Summarization with Chain of Density Prompting
Paper • 2309.04269 • Published • 34
Collections
Discover the best community collections!
Collections including paper arxiv:2401.01335
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Magpie: Alignment Data Synthesis from Scratch by Prompting Aligned LLMs with Nothing
Paper • 2406.08464 • Published • 71 -
Scaling Synthetic Data Creation with 1,000,000,000 Personas
Paper • 2406.20094 • Published • 108 -
argilla/magpie-ultra-v1.0
Viewer • Updated • 3.22M • 9.02k • 52 -
simplescaling/s1K-1.1
Viewer • Updated • 1k • 21.3k • 157
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Textbooks Are All You Need
Paper • 2306.11644 • Published • 159 -
Textbooks Are All You Need II: phi-1.5 technical report
Paper • 2309.05463 • Published • 92 -
TinyStories: How Small Can Language Models Be and Still Speak Coherent English?
Paper • 2305.07759 • Published • 50 -
Scaling Synthetic Data Creation with 1,000,000,000 Personas
Paper • 2406.20094 • Published • 108
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Memory Augmented Language Models through Mixture of Word Experts
Paper • 2311.10768 • Published • 18 -
System 2 Attention (is something you might need too)
Paper • 2311.11829 • Published • 43 -
Fine-tuning Language Models for Factuality
Paper • 2311.08401 • Published • 30 -
Orca 2: Teaching Small Language Models How to Reason
Paper • 2311.11045 • Published • 77
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InGram: Inductive Knowledge Graph Embedding via Relation Graphs
Paper • 2305.19987 • Published • 2 -
Curating Grounded Synthetic Data with Global Perspectives for Equitable A
Paper • 2406.10258 • Published • 1 -
Peregrine: A Pattern-Aware Graph Mining System
Paper • 2004.02369 • Published • 2 -
OFFER: A Motif Dimensional Framework for Network Representation Learning
Paper • 2008.12010 • Published • 1
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Unleashing the Power of Pre-trained Language Models for Offline Reinforcement Learning
Paper • 2310.20587 • Published • 18 -
SELF: Language-Driven Self-Evolution for Large Language Model
Paper • 2310.00533 • Published • 2 -
QLoRA: Efficient Finetuning of Quantized LLMs
Paper • 2305.14314 • Published • 64 -
QA-LoRA: Quantization-Aware Low-Rank Adaptation of Large Language Models
Paper • 2309.14717 • Published • 46
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A Critical Evaluation of AI Feedback for Aligning Large Language Models
Paper • 2402.12366 • Published • 3 -
Contrastive Preference Optimization: Pushing the Boundaries of LLM Performance in Machine Translation
Paper • 2401.08417 • Published • 37 -
Insights into Alignment: Evaluating DPO and its Variants Across Multiple Tasks
Paper • 2404.14723 • Published • 10 -
Self-Play Preference Optimization for Language Model Alignment
Paper • 2405.00675 • Published • 29
-
The Goldilocks of Pragmatic Understanding: Fine-Tuning Strategy Matters for Implicature Resolution by LLMs
Paper • 2210.14986 • Published • 5 -
Camels in a Changing Climate: Enhancing LM Adaptation with Tulu 2
Paper • 2311.10702 • Published • 19 -
Large Language Models as Optimizers
Paper • 2309.03409 • Published • 79 -
From Sparse to Dense: GPT-4 Summarization with Chain of Density Prompting
Paper • 2309.04269 • Published • 34
-
Memory Augmented Language Models through Mixture of Word Experts
Paper • 2311.10768 • Published • 18 -
System 2 Attention (is something you might need too)
Paper • 2311.11829 • Published • 43 -
Fine-tuning Language Models for Factuality
Paper • 2311.08401 • Published • 30 -
Orca 2: Teaching Small Language Models How to Reason
Paper • 2311.11045 • Published • 77
-
Magpie: Alignment Data Synthesis from Scratch by Prompting Aligned LLMs with Nothing
Paper • 2406.08464 • Published • 71 -
Scaling Synthetic Data Creation with 1,000,000,000 Personas
Paper • 2406.20094 • Published • 108 -
argilla/magpie-ultra-v1.0
Viewer • Updated • 3.22M • 9.02k • 52 -
simplescaling/s1K-1.1
Viewer • Updated • 1k • 21.3k • 157
-
InGram: Inductive Knowledge Graph Embedding via Relation Graphs
Paper • 2305.19987 • Published • 2 -
Curating Grounded Synthetic Data with Global Perspectives for Equitable A
Paper • 2406.10258 • Published • 1 -
Peregrine: A Pattern-Aware Graph Mining System
Paper • 2004.02369 • Published • 2 -
OFFER: A Motif Dimensional Framework for Network Representation Learning
Paper • 2008.12010 • Published • 1
-
Textbooks Are All You Need
Paper • 2306.11644 • Published • 159 -
Textbooks Are All You Need II: phi-1.5 technical report
Paper • 2309.05463 • Published • 92 -
TinyStories: How Small Can Language Models Be and Still Speak Coherent English?
Paper • 2305.07759 • Published • 50 -
Scaling Synthetic Data Creation with 1,000,000,000 Personas
Paper • 2406.20094 • Published • 108
-
Unleashing the Power of Pre-trained Language Models for Offline Reinforcement Learning
Paper • 2310.20587 • Published • 18 -
SELF: Language-Driven Self-Evolution for Large Language Model
Paper • 2310.00533 • Published • 2 -
QLoRA: Efficient Finetuning of Quantized LLMs
Paper • 2305.14314 • Published • 64 -
QA-LoRA: Quantization-Aware Low-Rank Adaptation of Large Language Models
Paper • 2309.14717 • Published • 46
-
A Critical Evaluation of AI Feedback for Aligning Large Language Models
Paper • 2402.12366 • Published • 3 -
Contrastive Preference Optimization: Pushing the Boundaries of LLM Performance in Machine Translation
Paper • 2401.08417 • Published • 37 -
Insights into Alignment: Evaluating DPO and its Variants Across Multiple Tasks
Paper • 2404.14723 • Published • 10 -
Self-Play Preference Optimization for Language Model Alignment
Paper • 2405.00675 • Published • 29