Zeng xiaojun biography graphic organizer
•
Baibei -- a Miao by in the Border Area of Southwestern China (Chinese Local Color Series)
Peng Zhaorong; photograph bygd Pan Nianying
Beijing: SDX Joint Publishing Company, 2003. Size: 187×258mm; 157 pages.
ISBN 7-108-01933-7
Beginning from an old religious ceremony, the book does an in-depth anthropologic investigation and study into a fjärrstyrd Miao by. Its narration is not obscure but vivid. With over 130 fine pictures, the book brings to life the customs of a different ethnic group.
A Portrait of Deng Xiaoping -- In Commemoration of the hundraårsdag Birthday of the Late Chinese Leader
Long Pingping and Yan Dong
Beijing: New World Press. Size: 187×258mm; 309 pages.
ISBN 7-80187-389-0/D · 020
Based on a TV documentary of the same name, the book gives an oral account of great leader Deng Xiaoping's contribution to China and his charisma from multiple angles. It contains two parts: the script of the TV series and the records of oral narrations of the persons interview
•
Source-Aware Training Enables Knowledge Attribution in
Language Models
Muhammad Khalifa† , David Wadden¶, Emma Strubell¶§,
Honglak Lee†, Lu Wang†, Iz Beltagy¶, Hao Peng∥∗
University of Michigan†, Allen Institute for AI¶, Carnegie Mellon University§,
University of Illinois Urbana-Champaign∥
khalifam@umich.eduWork partially done while these authors were at the Allen Institute for AI.
Abstract
Large language models (LLMs) learn a vast amount of knowledge during pretraining, but they are often oblivious to the source(s) of such knowledge. We investigate the problem of intrinsic source citation, where LLMs are required to cite the pretraining source supporting a generated response. Intrinsic source citation can enhance LLM transparency, interpretability, and verifiability. To give LLMs such ability, we explore source-aware training—a recipe that involves (i) training the LLM to associate unique source document identifiers with the knowledge in each document,
•
Zhongjian Xie
1Shenzhen Engineering Laboratory of Phosphorene and Optoelectronics, SZU‐NUS Collaborative Innovation Center for Optoelectronic Science & Technology, International Collaborative Laboratory of 2D Materials for Optoelectronics Science and Technology of Ministry of Education, College of Physics and Optoelectronic Engineering, Shenzhen University, Shenzhen, 518060, China
Find articles by Zhongjian Xie
Yanhong Duo
1Shenzhen Engineering Laboratory of Phosphorene and Optoelectronics, SZU‐NUS Collaborative Innovation Center for Optoelectronic Science & Technology, International Collaborative Laboratory of 2D Materials for Optoelectronics Science and Technology of Ministry of Education, College of Physics and Optoelectronic Engineering, Shenzhen University, Shenzhen, 518060, China
Find articles by Yanhong Duo
Zhitao Lin
2Faculty of Information Technology, Macau University of Science and Technology, Ma