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README.md ADDED
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+ ---
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+ license: apache-2.0
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+ language:
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+ - en
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+ ---
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+ ## Empowering Character-level Text Infilling by Eliminating Sub-Tokens
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+
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+ <p align="center">
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+ <a href="https://arxiv.org/abs/2405.17103">📄 Paper</a> •
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+ <a href="https://github.com/SenseLLM/FIM-SE">🏠 Repo</a> •
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+ <a href="https://huggingface.co/SenseLLM/FIM-SE-CL-13B">🤖 Models</a>
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+ </p>
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+
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+ ## Introduction
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+ FIM-SE stands for Fill-In-the-Middle with both Starting and Ending character constraints. The proposed method addresses character-level infilling tasks by utilizing a line-level format to avoid predicting any sub-token in inference.
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+
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+ ![](method.png)
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+
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+ <hr>
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+
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+ ## Models
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+
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+ | Model | Checkpoint | Size | License|
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+ |:------|:-----------|:-----|:-------|
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+ | FIM-SE-CL-7B | 🤗 [HF Link](https://huggingface.co/SenseLLM/FIM-SE-CL-7B) | 7B | [Llama2](https://ai.meta.com/llama/license/) |
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+ | FIM-SE-CL-34B | 🤗 [HF Link](https://huggingface.co/SenseLLM/FIM-SE-CL-34B) | 13B | [Llama2](https://ai.meta.com/llama/license/) |
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+ | FIM-SE-SC-1B | 🤗 [HF Link](https://huggingface.co/SenseLLM/FIM-SE-SC-1B) | 1B | [StarCoder](https://github.com/bigcode-project/starcoder/blob/main/LICENSE) |
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+ | FIM-SE-SC-15B | 🤗 [HF Link](https://huggingface.co/SenseLLM/FIM-SE-SC-15B) | 15B | [StarCoder](https://github.com/bigcode-project/starcoder/blob/main/LICENSE) |
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+
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+ ## How to Use
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+
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+ #### Prompt Format
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+
34
+ As shown in the figure, the prompt is organized as
35
+ ```text
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+ <PRE>R-Prefix<SUF>R-Suffix<START>L-Prefix<END>F-Suffix<MID>
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+ ```
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+
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+ #### Inference Code
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+ Please refer to our [GitHub Repo](https://github.com/SenseLLM/FIM-SE) for more technical details.
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+
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+ ## Citation
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+
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+ If you find this repo useful for your research, please kindly cite our paper:
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+ ```
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+ @misc{ren2024empowering,
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+ title={Empowering Character-level Text Infilling by Eliminating Sub-Tokens},
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+ author={Houxing Ren and Mingjie Zhan and Zhongyuan Wu and Hongsheng Li},
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+ year={2024},
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+ eprint={2405.17103},
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+ archivePrefix={arXiv},
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+ primaryClass={cs.CL}
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+ }
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+ ```
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+
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+ ## Acknowledgments
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+
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+ We thank the following amazing projects that truly inspired us:
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+
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+ - [FIM](https://arxiv.org/abs/2207.14255)
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+ "single_word": false,
58
+ "special": true
59
+ },
60
+ "7": {
61
+ "content": "<issue_start>",
62
+ "lstrip": false,
63
+ "normalized": false,
64
+ "rstrip": false,
65
+ "single_word": false,
66
+ "special": true
67
+ },
68
+ "8": {
69
+ "content": "<issue_comment>",
70
+ "lstrip": false,
71
+ "normalized": false,
72
+ "rstrip": false,
73
+ "single_word": false,
74
+ "special": true
75
+ },
76
+ "9": {
77
+ "content": "<issue_closed>",
78
+ "lstrip": false,
79
+ "normalized": false,
80
+ "rstrip": false,
81
+ "single_word": false,
82
+ "special": true
83
+ },
84
+ "10": {
85
+ "content": "<jupyter_start>",
86
+ "lstrip": false,
87
+ "normalized": false,
88
+ "rstrip": false,
89
+ "single_word": false,
90
+ "special": true
91
+ },
92
+ "11": {
93
+ "content": "<jupyter_text>",
94
+ "lstrip": false,
95
+ "normalized": false,
96
+ "rstrip": false,
97
+ "single_word": false,
98
+ "special": true
99
+ },
100
+ "12": {
101
+ "content": "<jupyter_code>",
102
+ "lstrip": false,
103
+ "normalized": false,
104
+ "rstrip": false,
105
+ "single_word": false,
106
+ "special": true
107
+ },
108
+ "13": {
109
+ "content": "<jupyter_output>",
110
+ "lstrip": false,
111
+ "normalized": false,
112
+ "rstrip": false,
113
+ "single_word": false,
114
+ "special": true
115
+ },
116
+ "14": {
117
+ "content": "<empty_output>",
118
+ "lstrip": false,
119
+ "normalized": false,
120
+ "rstrip": false,
121
+ "single_word": false,
122
+ "special": true
123
+ },
124
+ "15": {
125
+ "content": "<commit_before>",
126
+ "lstrip": false,
127
+ "normalized": false,
128
+ "rstrip": false,
129
+ "single_word": false,
130
+ "special": true
131
+ },
132
+ "16": {
133
+ "content": "<commit_msg>",
134
+ "lstrip": false,
135
+ "normalized": false,
136
+ "rstrip": false,
137
+ "single_word": false,
138
+ "special": true
139
+ },
140
+ "17": {
141
+ "content": "<commit_after>",
142
+ "lstrip": false,
143
+ "normalized": false,
144
+ "rstrip": false,
145
+ "single_word": false,
146
+ "special": true
147
+ },
148
+ "18": {
149
+ "content": "<reponame>",
150
+ "lstrip": false,
151
+ "normalized": false,
152
+ "rstrip": false,
153
+ "single_word": false,
154
+ "special": true
155
+ },
156
+ "49152": {
157
+ "content": "<START>",
158
+ "lstrip": false,
159
+ "normalized": false,
160
+ "rstrip": false,
161
+ "single_word": false,
162
+ "special": true
163
+ },
164
+ "49153": {
165
+ "content": "<END>",
166
+ "lstrip": false,
167
+ "normalized": false,
168
+ "rstrip": false,
169
+ "single_word": false,
170
+ "special": true
171
+ }
172
+ },
173
+ "additional_special_tokens": [
174
+ "<|endoftext|>",
175
+ "<fim_prefix>",
176
+ "<fim_middle>",
177
+ "<fim_suffix>",
178
+ "<fim_pad>",
179
+ "<filename>",
180
+ "<gh_stars>",
181
+ "<issue_start>",
182
+ "<issue_comment>",
183
+ "<issue_closed>",
184
+ "<jupyter_start>",
185
+ "<jupyter_text>",
186
+ "<jupyter_code>",
187
+ "<jupyter_output>",
188
+ "<empty_output>",
189
+ "<commit_before>",
190
+ "<commit_msg>",
191
+ "<commit_after>",
192
+ "<reponame>",
193
+ "<START>",
194
+ "<END>"
195
+ ],
196
+ "bos_token": "<|endoftext|>",
197
+ "clean_up_tokenization_spaces": true,
198
+ "eos_token": "<|endoftext|>",
199
+ "model_max_length": 1000000000000000019884624838656,
200
+ "tokenizer_class": "GPT2Tokenizer",
201
+ "unk_token": "<|endoftext|>",
202
+ "vocab_size": 49152
203
+ }
vocab.json ADDED
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