THUDM/LongAlign-10k

Dataset

LongAlign-10k

100

9 commits

1 linked in READMEs

updated Feb 22, 2024

See the code

README

LongAlign-10k

πŸ€— [LongAlign Dataset] β€’ πŸ’» [Github Repo] β€’ πŸ“ƒ [LongAlign Paper]

LongAlign is the first full recipe for LLM alignment on long context. We propose the LongAlign-10k dataset, containing 10,000 long instruction data of 8k-64k in length. We investigate on trianing strategies, namely packing (with loss weighting) and sorted batching, which are all implemented in our code. For real-world long context evaluation, we introduce LongBench-Chat that evaluate the instruction-following capability on queries of 10k-100k length.

All Models

We open-sourced the following list of models:

ModelHuggingface RepoDescription
LongAlign-6B-64k-baseπŸ€— Huggingface RepoChatGLM3-6B with an extended 64k context window
LongAlign-6B-64kπŸ€— Huggingface RepoChat model by LongAlign training on LongAlign-6B-64k-base
LongAlign-7B-64k-baseπŸ€— Huggingface RepoLlama-2-7B with an extended 64k context window
LongAlign-7B-64kπŸ€— Huggingface RepoChat model by LongAlign training on LongAlign-7B-64k-base
LongAlign-13B-64k-baseπŸ€— Huggingface RepoLlama-2-13B with an extended 64k context window
LongAlign-13B-64kπŸ€— Huggingface RepoChat model by LongAlign training on LongAlign-13B-64k-base
ChatGLM3-6B-128kπŸ€— Huggingface RepoChatGLM3-6B with a 128k context window
Long Context

THUDM/LongAlign-10k

Dataset

LongAlign-10k

100

9 commits

1 linked in READMEs

updated Feb 22, 2024

See the code

README

LongAlign-10k

πŸ€— [LongAlign Dataset] β€’ πŸ’» [Github Repo] β€’ πŸ“ƒ [LongAlign Paper]

LongAlign is the first full recipe for LLM alignment on long context. We propose the LongAlign-10k dataset, containing 10,000 long instruction data of 8k-64k in length. We investigate on trianing strategies, namely packing (with loss weighting) and sorted batching, which are all implemented in our code. For real-world long context evaluation, we introduce LongBench-Chat that evaluate the instruction-following capability on queries of 10k-100k length.

All Models

We open-sourced the following list of models:

ModelHuggingface RepoDescription
LongAlign-6B-64k-baseπŸ€— Huggingface RepoChatGLM3-6B with an extended 64k context window
LongAlign-6B-64kπŸ€— Huggingface RepoChat model by LongAlign training on LongAlign-6B-64k-base
LongAlign-7B-64k-baseπŸ€— Huggingface RepoLlama-2-7B with an extended 64k context window
LongAlign-7B-64kπŸ€— Huggingface RepoChat model by LongAlign training on LongAlign-7B-64k-base
LongAlign-13B-64k-baseπŸ€— Huggingface RepoLlama-2-13B with an extended 64k context window
LongAlign-13B-64kπŸ€— Huggingface RepoChat model by LongAlign training on LongAlign-13B-64k-base
ChatGLM3-6B-128kπŸ€— Huggingface RepoChatGLM3-6B with a 128k context window
Long Context