LongCite-llama3.1-8b-absolute-heresy

This is a LongCite-llama3.1-8b fine-tune, produced through an extremely scuffed modification on P-E-W's Heretic (v1.1.0) abliteration engine merged with the Magnitude-Preserving Orthogonal Ablation PR.

Note: This model was generated at the request of redaihf. It could be lobotomized, or not. I wouldn't know.

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<img src="https://img.shields.io/badge/HERESY_INDEX-ABSOLUTE-white?style=flat-square&labelColor=101010" align="right" width="250">

Heretication Results

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Degree of Heretication

The Heresy Index weighs the resulting model's corruption by the process (KL Divergence) and its abolition of doctrine (Refusals) for a final verdict in classification.

Note: This is an arbitrary classification inspired by Warhammer 40K, having no tangible indication towards the model's performance.

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LongCite-llama3.1-8b

<p align="center"> 🤗 <a href="https://huggingface.co/datasets/THUDM/LongCite-45k" target="_blank">[LongCite Dataset] </a> • 💻 <a href="https://github.com/THUDM/LongCite" target="_blank">[Github Repo]</a> • 📃 <a href="https://arxiv.org/abs/2409.02897" target="_blank">[LongCite Paper]</a> </p>

LongCite-llama3.1-8b is trained based on Meta-Llama-3.1-8B, and is capable of generating fine-grained citations in long-context question answering. The model supports a maximum context window of up to 128K tokens.

Environment: transforemrs>=4.43.0.

A simple demo for deployment of the model:

import json
import torch
from transformers import AutoTokenizer, AutoModelForCausalLM

tokenizer = AutoTokenizer.from_pretrained('THUDM/LongCite-llama3.1-8b', trust_remote_code=True)
model = AutoModelForCausalLM.from_pretrained('THUDM/LongCite-llama3.1-8b', torch_dtype=torch.bfloat16, trust_remote_code=True, device_map='auto')

context = '''
W. Russell Todd, 94, United States Army general (b. 1928). February 13. Tim Aymar, 59, heavy metal singer (Pharaoh) (b. 1963). Marshall \"Eddie\" Conway, 76, Black Panther Party leader (b. 1946). Roger Bonk, 78, football player (North Dakota Fighting Sioux, Winnipeg Blue Bombers) (b. 1944). Conrad Dobler, 72, football player (St. Louis Cardinals, New Orleans Saints, Buffalo Bills) (b. 1950). Brian DuBois, 55, baseball player (Detroit Tigers) (b. 1967). Robert Geddes, 99, architect, dean of the Princeton University School of Architecture (1965–1982) (b. 1923). Tom Luddy, 79, film producer (Barfly, The Secret Garden), co-founder of the Telluride Film Festival (b. 1943). David Singmaster, 84, mathematician (b. 1938).
'''
query = "What was Robert Geddes' profession?"
result = model.query_longcite(context, query, tokenizer=tokenizer, max_input_length=128000, max_new_tokens=1024)

print("Answer:\n{}\n".format(result['answer']))
print("Statement with citations:\n{}\n".format(
  json.dumps(result['statements_with_citations'], indent=2, ensure_ascii=False)))
print("Context (divided into sentences):\n{}\n".format(result['splited_context']))

You can also deploy the model with vllm. See the code example in vllm_inference.py.

License

Llama-3.1 License

Citation

If you find our work useful, please consider citing LongCite:

@article{zhang2024longcite,
  title = {LongCite: Enabling LLMs to Generate Fine-grained Citations in Long-context QA} 
  author={Jiajie Zhang and Yushi Bai and Xin Lv and Wanjun Gu and Danqing Liu and Minhao Zou and Shulin Cao and Lei Hou and Yuxiao Dong and Ling Feng and Juanzi Li},
  journal={arXiv preprint arXiv:2409.02897},
  year={2024}
}