[2305.14233] Enhancing Chat Language Models by Scaling High-quality ...
May 23, 2023 · UltraChat contains 1.5 million high-quality multi-turn dialogues and covers a wide range of topics and instructions. Our statistical analysis of UltraChat reveals its superiority in various key …
GitHub - thunlp/UltraChat: Large-scale, Informative, and Diverse Multi ...
This dataset is constructed with an evolutionary strategy by rewriting the instructions through multiple rounds to obtain instructions at different complexity levels. The benchmark is developed by the …
Enhancing Chat Language Models by Scaling High-quality Instructional ...
5 days ago · UltraChat contains 1.5 million high-quality multi-turn dialogues and covers a wide range of topics and instructions. Our statistical analysis of UltraChat reveals its superiority in various key …
Enhancing Chat Language Models by Scaling High-quality...
Oct 7, 2023 · The paper explores the effectiveness of instruction fine-tuning in training language models for chatting, with the goal for open LLMs to become more similar in performance to ChatGPT or GPT …
UltraProject - GitHub Pages
We introduce UltraChat, a large-scale dataset designed for training AI assistants, featuring 1.5 million high-quality, diverse multi-turn dialogues without human queries. Leveraging UltraChat, we fine …
Awesome Instruction Datasets - GitHub
Instruction Tuning / Reinforcement Learning from Human Feedback (RLHF) Dataset is a key component of instruction-following LLMs such as ChatGPT. This repo is dedicated to providing a comprehensive …
2 Related Work ties in following hu-man instructions. Wei et al. (2021) pioneered to fine-tune T5 (Raffel et al., 2020) on 60 NLP datasets verbalized with natural language instruc-ti n templates, i.e., …
(PDF) Enhancing Chat Language Models by Scaling High-quality ...
TL;DR: UltraChat as mentioned in this paper is a large-scale dataset of instructional conversations, which does not involve human queries and contains 1.5 million high-quality multi-turn dialogues and …
How to Create an Ultrachat Dataset
You want to fine-tune a conversational AI model on the specific domain of materials science. You decide to create an Ultrachat Instruction Dataset with synthetic conversations spanning multiple topics and …
Instruction Tuning Datasets - GitHub
All available datasets for Instruction Tuning of Large Language Models
Enhancing Chat Language Models by Scaling High-quality Instructional ...
View recent discussion. Abstract: Fine-tuning on instruction data has been widely validated as an effective practice for implementing chat language models like ChatGPT. Scaling the diversity and …
Further benchmark dataset and implementation de- tails can be found in AppendixA.2andA.3. 5.2 Benchmark Evaluation As shown in Table6, with pure instruction-tuning on the UltraChat dataset, …