llama-index-readers-openalex 0.2.0

llama-index readers openalex integration

OpenAlex Reader

pip install llama-index-readers-openalex

This loader will search for papers in OpenAlex and load them in llama-index. The main advantage of using OpenAlex is that you can search the full-text for Open Access papers as well.

Usage

from llama_index.readers.openalex import OpenAlexReader

openalex_reader = OpenAlexReader(email="[e-mail]")
query = "biases in large language models"

# changing this to full_text=True will let you search full-text
documents = openalex_reader.load_data(query, full_text=False)

What can it do?

As shown in demo.ipynb we can get answers with citations.

query = "biases in large language models"
response = query_engine.query(
    "list the biases in large language models in a markdown table"
)

Output

Source	Biases
Source 1	Data selection bias, social bias (gender, age, sexual orientation, ethnicity, religion, culture)
Source 2	Biases of what is right and wrong to do, reflecting ethical and moral norms of society
Source 3	Anti-Muslim bias
Source 6	Gender bias
Source 9	Anti-LGBTQ+ bias
Source 10	Potential bias in the output

Credits

• OpenAlex API details are listed here

• Some code adopted from pyAlex