gcd94 kkChimmy commited on
Commit
c9cf6c9
·
verified ·
0 Parent(s):

Duplicate from kkChimmy/REALM

Browse files

Co-authored-by: Jingw <kkChimmy@users.noreply.huggingface.co>

.gitattributes ADDED
@@ -0,0 +1,59 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ *.7z filter=lfs diff=lfs merge=lfs -text
2
+ *.arrow filter=lfs diff=lfs merge=lfs -text
3
+ *.bin filter=lfs diff=lfs merge=lfs -text
4
+ *.bz2 filter=lfs diff=lfs merge=lfs -text
5
+ *.ckpt filter=lfs diff=lfs merge=lfs -text
6
+ *.ftz filter=lfs diff=lfs merge=lfs -text
7
+ *.gz filter=lfs diff=lfs merge=lfs -text
8
+ *.h5 filter=lfs diff=lfs merge=lfs -text
9
+ *.joblib filter=lfs diff=lfs merge=lfs -text
10
+ *.lfs.* filter=lfs diff=lfs merge=lfs -text
11
+ *.lz4 filter=lfs diff=lfs merge=lfs -text
12
+ *.mds filter=lfs diff=lfs merge=lfs -text
13
+ *.mlmodel filter=lfs diff=lfs merge=lfs -text
14
+ *.model filter=lfs diff=lfs merge=lfs -text
15
+ *.msgpack filter=lfs diff=lfs merge=lfs -text
16
+ *.npy filter=lfs diff=lfs merge=lfs -text
17
+ *.npz filter=lfs diff=lfs merge=lfs -text
18
+ *.onnx filter=lfs diff=lfs merge=lfs -text
19
+ *.ot filter=lfs diff=lfs merge=lfs -text
20
+ *.parquet filter=lfs diff=lfs merge=lfs -text
21
+ *.pb filter=lfs diff=lfs merge=lfs -text
22
+ *.pickle filter=lfs diff=lfs merge=lfs -text
23
+ *.pkl filter=lfs diff=lfs merge=lfs -text
24
+ *.pt filter=lfs diff=lfs merge=lfs -text
25
+ *.pth filter=lfs diff=lfs merge=lfs -text
26
+ *.rar filter=lfs diff=lfs merge=lfs -text
27
+ *.safetensors filter=lfs diff=lfs merge=lfs -text
28
+ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
29
+ *.tar.* filter=lfs diff=lfs merge=lfs -text
30
+ *.tar filter=lfs diff=lfs merge=lfs -text
31
+ *.tflite filter=lfs diff=lfs merge=lfs -text
32
+ *.tgz filter=lfs diff=lfs merge=lfs -text
33
+ *.wasm filter=lfs diff=lfs merge=lfs -text
34
+ *.xz filter=lfs diff=lfs merge=lfs -text
35
+ *.zip filter=lfs diff=lfs merge=lfs -text
36
+ *.zst filter=lfs diff=lfs merge=lfs -text
37
+ *tfevents* filter=lfs diff=lfs merge=lfs -text
38
+ # Audio files - uncompressed
39
+ *.pcm filter=lfs diff=lfs merge=lfs -text
40
+ *.sam filter=lfs diff=lfs merge=lfs -text
41
+ *.raw filter=lfs diff=lfs merge=lfs -text
42
+ # Audio files - compressed
43
+ *.aac filter=lfs diff=lfs merge=lfs -text
44
+ *.flac filter=lfs diff=lfs merge=lfs -text
45
+ *.mp3 filter=lfs diff=lfs merge=lfs -text
46
+ *.ogg filter=lfs diff=lfs merge=lfs -text
47
+ *.wav filter=lfs diff=lfs merge=lfs -text
48
+ # Image files - uncompressed
49
+ *.bmp filter=lfs diff=lfs merge=lfs -text
50
+ *.gif filter=lfs diff=lfs merge=lfs -text
51
+ *.png filter=lfs diff=lfs merge=lfs -text
52
+ *.tiff filter=lfs diff=lfs merge=lfs -text
53
+ # Image files - compressed
54
+ *.jpg filter=lfs diff=lfs merge=lfs -text
55
+ *.jpeg filter=lfs diff=lfs merge=lfs -text
56
+ *.webp filter=lfs diff=lfs merge=lfs -text
57
+ # Video files - compressed
58
+ *.mp4 filter=lfs diff=lfs merge=lfs -text
59
+ *.webm filter=lfs diff=lfs merge=lfs -text
README.md ADDED
@@ -0,0 +1,102 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ ---
2
+ language:
3
+ - en
4
+ license: mit
5
+ dataset_info:
6
+ features:
7
+ - name: source
8
+ dtype: string
9
+ - name: author
10
+ dtype: string
11
+ - name: title
12
+ dtype: string
13
+ - name: description
14
+ dtype: string
15
+ - name: url
16
+ dtype: string
17
+ - name: urlToImage
18
+ dtype: string
19
+ - name: publishedAt
20
+ dtype: string
21
+ - name: content
22
+ dtype: string
23
+ - name: category_nist
24
+ dtype: string
25
+ - name: category
26
+ dtype: string
27
+ - name: id
28
+ dtype: string
29
+ - name: subreddit
30
+ dtype: string
31
+ - name: score
32
+ dtype: int64
33
+ - name: num_comments
34
+ dtype: int64
35
+ - name: created_time
36
+ dtype: timestamp[ns]
37
+ - name: top_comments
38
+ dtype: string
39
+ splits:
40
+ - name: train
41
+ num_bytes: 649243675
42
+ num_examples: 93259
43
+ download_size: 364163308
44
+ dataset_size: 649243675
45
+ configs:
46
+ - config_name: default
47
+ data_files:
48
+ - split: train
49
+ path: data/train-*
50
+ ---
51
+ # *REALM*: *RE*AL-World *A*pplication of Large *L*anguage *M*odels
52
+
53
+ ## Dataset Description
54
+
55
+ - **Paper:** coming soon
56
+
57
+ - **Dashboard Demo:** https://realm-e7682.web.app/
58
+
59
+ - **License:** [mit]
60
+
61
+ - **Language(s) (NLP):** English
62
+
63
+ - **Point of Contact:** [Jingwen](chengjw21@gmail.com)
64
+
65
+ ### Dataset Summary
66
+
67
+ Large Language Models (LLMs), such as GPT-like models, have transformed industries and everyday life, creating significant societal impact. To better understand their real-world applications, we created the REALM Dataset, a collection of over 93k use cases sourced from Reddit posts and news articles, spanning 2020-06(when GPT was first released) to 2024-12. REALM focuses on two key aspects:
68
+
69
+ 1. How LLMs are being used: Categorizing the wide range of applications, following [AI Use Taxonomy: A Human-Centered Approach](https://www.nist.gov/publications/ai-use-taxonomy-human-centered-approach).
70
+
71
+ 2. Who is using them: Extracting the occupation attributes of current or potential end-users, categorized based on the [O*NET classification system](https://www.onetcenter.org/).
72
+
73
+ ### Updates
74
+
75
+ **2025-2-15: Content Update.** Paper submitted to ACL 2025.
76
+
77
+
78
+
79
+
80
+ ### Languages
81
+
82
+ English
83
+
84
+
85
+ ### Data Fields
86
+
87
+ - `` (string):
88
+
89
+ ### Citation Information
90
+
91
+ Please consider citing [our paper](\\) if you find this dataset useful:
92
+ <div style="box-shadow: 10px 10px 15px rgba(0, 0, 0, 0)">
93
+ <pre>
94
+ @misc{cheng2025realm,
95
+ title={REALM: A Dataset of Real-World LLM Use Cases},
96
+ author={Jingwen Cheng and Kshitish Ghate and Wenyue Hua and William Yang Wang and Hong Shen and Fei Fang},
97
+ year={2025},
98
+ archivePrefix={arXiv},
99
+ url={https://arxiv.org/abs/2503.18792}
100
+ }
101
+ </pre>
102
+ </div>
data/train-00000-of-00002.parquet ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:42087aa3de348538639f1e6236d87a66f80b662db27f6257980dd50adb7b1088
3
+ size 198021987
data/train-00001-of-00002.parquet ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:cf27c4dddb0d5194d7d60abbf5c07d64ee1c0edd2d660b83a29c69a63cc7bb98
3
+ size 166141321