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Addressing the limitation of context length in large language models for code-related tasks is the primary focus of this paper.
Learning to represent programs with graphs
Miltiadis Allamanis, Marc Brockschmidt, and Mahmoud Khademi. 2018 · 2018
Earlier work this paper cites.
https://huggingface.co/codeparrot
CodeParrot. 2022 · 2022
Earlier work this paper cites.
Longbench: A bilingual, multitask benchmark for long context understanding
Yushi Bai, Xin Lv, Jiajie Zhang, Hongchang Lyu, Jiankai Tang, Zhidian Huang, Zhengxiao Du, Xiao Liu, Aohan Zeng, Lei Hou, Yuxiao Dong, Jie Tang, and Juanzi Li. 2023 · 2023
Earlier work this paper cites.
Ntk-aware scaled rope allows llama models to have extended (8k+) context size without any fine-tuning and minimal perplexity degradation
bloc97. 2023 · 2023
Earlier work this paper cites.
Vicuna: An open-source chatbot impressing gpt-4 with 90%* chatgpt quality
Wei-Lin Chiang, Zhuohan Li, Zi Lin, Ying Sheng, Zhanghao Wu, Hao Zhang, Lianmin Zheng, Siyuan Zhuang, Yonghao Zhuang, Joseph E Gonzalez, et al. 2023 · 2023
Earlier work this paper cites.
Common crawl
Common Crawl. 2023 · 2023
Earlier work this paper cites.
Longnet: Scaling transformers to 1, 000, 000, 000 tokens
Jiayu Ding, Shuming Ma, Li Dong, Xingxing Zhang, Shaohan Huang, Wenhui Wang, Nanning Zheng, and Furu Wei. 2023 · 2023
Earlier work this paper cites.
Needle in a haystack - pressure testing llms
gkamradt. 2023 · 2023
Earlier work this paper cites.
https://platform.openai.com/docs/models/gpt-3-5
GPT-3.5. 2023 · 2023
Earlier work this paper cites.
Longcoder: A long-range pre-trained language model for code completion
Daya Guo, Canwen Xu, Nan Duan, Jian Yin, and Julian J. McAuley. 2023 · 2023
Cited alongside, same era.
Lm-infinite: Simple on-the-fly length generalization for large language models
Chi Han, Qifan Wang, Wenhan Xiong, Yu Chen, Heng Ji, and Sinong Wang. 2023 · 2023
Cited alongside, same era.
Giraffe: Adventures in expanding context lengths in llms
Arka Pal, Deep Karkhanis, Manley Roberts, Samuel Dooley, Arvind Sundararajan, and Siddartha Naidu. 2023 · 2023
Cited alongside, same era.
Yarn: Efficient context window extension of large language models
Bowen Peng, Jeffrey Quesnelle, Honglu Fan, and Enrico Shippole. 2023 · 2023
Cited alongside, same era.
Effective long-context scaling of foundation models
Wenhan Xiong, Jingyu Liu, Igor Molybog, Hejia Zhang, Prajjwal Bhargava, Rui Hou, Louis Martin, Rashi Rungta, Karthik Abinav Sankararaman, Barlas Oguz, Madian Khabsa, Han Fang, Yashar Mehdad, Sharan Narang, Kshitiz Malik, Angela Fan, Shruti Bhosale, Sergey Edunov, Mike Lewis, Sinong Wang, and Hao Ma. 2023 · 2023
Later among the works it cites.
Implant global and local hierarchy information to sequence based code representation models
Kechi Zhang, Zhuo Li, Zhi Jin, and Ge Li. 2023 · 2023
Later among the works it cites.
tree-sitter/tree-sitter: v0.21.0-pre-release-1
Max Brunsfeld, Andrew Hlynskyi, Amaan Qureshi, Patrick Thomson, Josh Vera, and et al. 2024 · 2024
Closest in time.
Two stones hit one bird: Bilevel positional encoding for better length extrapolation
Zhenyu He, Guhao Feng, Shengjie Luo, Kai Yang, Di He, Jingjing Xu, Zhi Zhang, Hongxia Yang, and Liwei Wang. 2024 · 2024
Closest in time.
LLM maybe longlm: Self-extend LLM context window without tuning
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Baptiste Rozière, Jonas Gehring, Fabian Gloeckle, Sten Sootla, Itai Gat, Xiaoqing Ellen Tan, Yossi Adi, Jingyu Liu, Tal Remez, Jérémy Rapin, et al. 2023 · 2023
Cited alongside, same era.
Rectified rotary position embeddings
Jianlin Su. 2023 · 2023
Cited alongside, same era.
Sheared llama: Accelerating language model pre-training via structured pruning
Mengzhou Xia, Tianyu Gao, Zhiyuan Zeng, and Danqi Chen. 2023 · 2023
Cited alongside, same era.
Efficient streaming language models with attention sinks
Guangxuan Xiao, Yuandong Tian, Beidi Chen, Song Han, and Mike Lewis. 2023 · 2023
Cited alongside, same era.
CLEX: continuous length extrapolation for large language models
Guanzheng Chen, Xin Li, Zaiqiao Meng, Shangsong Liang, and Lidong Bing. 2023a
Cited in the paper.
Extending context window of large language models via positional interpolation
Shouyuan Chen, Sherman Wong, Liangjian Chen, and Yuandong Tian. 2023b
Cited in the paper.
Yuhan Chen, Ang Lv, Ting-En Lin, Changyu Chen, Yuchuan Wu, Fei Huang, Yongbin Li, and Rui Yan. 2023c
Cited in the paper.
Repobench: Benchmarking repository-level code auto-completion systems
Tianyang Liu, Canwen Xu, and Julian J. McAuley. 2023a
Cited in the paper.
Hongye Jin, Xiaotian Han, Jingfeng Yang, Zhimeng Jiang, Zirui Liu, Chia-Yuan Chang, Huiyuan Chen, and Xia Hu. 2024 · 2024
Closest in time.
Fit: Flexible vision transformer for diffusion model
Zeyu Lu, Zidong Wang, Di Huang, Chengyue Wu, Xihui Liu, Wanli Ouyang, and Lei Bai. 2024 · 2024
Closest in time.
Roformer: Enhanced transformer with rotary position embedding
Jianlin Su, Murtadha H. M. Ahmed, Yu Lu, Shengfeng Pan, Wen Bo, and Yunfeng Liu. 2024 · 2024
Closest in time.
Tinyllama: An open-source small language model
Peiyuan Zhang, Guangtao Zeng, Tianduo Wang, and Wei Lu. 2024 · 2024
Closest in time.