Datasets:

AdaptLLM
/

finance-tasks

Tasks:

Text Classification

Question Answering

Zero-Shot Classification

Modalities:

Formats:

Languages:

Size:

ArXiv:

Tags:

Libraries:

Dataset card Viewer Files Files and versions Community

AdaptLLM commited on Feb 2

Commit

d96262e

•

1 Parent(s): a4fc143

Update README.md

Files changed (1) hide show

README.md +1 -1

README.md CHANGED Viewed

@@ -31,7 +31,7 @@ tags:
 - finance
 ---
-# Adapt (Large) Language Models to Domains
 This repo contains the **evaluation datasets** for our paper [Adapting Large Language Models via Reading Comprehension](https://huggingface.co/papers/2309.09530).
 We explore **continued pre-training on domain-specific corpora** for large language models. While this approach enriches LLMs with domain knowledge, it significantly hurts their prompting ability for question answering. Inspired by human learning via reading comprehension, we propose a simple method to **transform large-scale pre-training corpora into reading comprehension texts**, consistently improving prompting performance across tasks in biomedicine, finance, and law domains. **Our 7B model competes with much larger domain-specific models like BloombergGPT-50B**.

 - finance
 ---
+# Domain Adaptation of Large Language Models
 This repo contains the **evaluation datasets** for our paper [Adapting Large Language Models via Reading Comprehension](https://huggingface.co/papers/2309.09530).
 We explore **continued pre-training on domain-specific corpora** for large language models. While this approach enriches LLMs with domain knowledge, it significantly hurts their prompting ability for question answering. Inspired by human learning via reading comprehension, we propose a simple method to **transform large-scale pre-training corpora into reading comprehension texts**, consistently improving prompting performance across tasks in biomedicine, finance, and law domains. **Our 7B model competes with much larger domain-specific models like BloombergGPT-50B**.