File size: 11,055 Bytes
42d655a
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
179
180
181
182
183
184
185
186
187
188
189
190
191
192
193
194
195
196
197
198
199
200
201
202
203
204
205
206
207
208
209
210
211
212
213
214
215
216
217
218
219
220
221
222
223
224
225
226
227
228
229
230
231
232
233
234
235
236
237
238
239
240
241
242
243
244
245
246
247
248
249
250
251
252
253
254
255
256
257
258
259
260
261
262
263
264
265
266
267
268
269
270
271
272
273
274
275
276
277
278
279
280
281
282
283
284
285
286
287
288
289
290
291
292
293
294
295
296
297
298
299
300
301
302
303
304
305
306
307
308
309
310
311
312
313
314
315
316
317
318
319
320
321
322
323
324
325
326
327
328
329
330
331
332
333
334
335
336
337
338
339
340
341
342
343
344
345
346
347
348
349
350
351
352
353
354
355
356
357
358
359
360
361
362
363
364
365
366
367
368
369
370
371
372
373
374
375
376
377
378
379
380
381
382
383
384
385
386
387
388
389
390
391
392
393
394
395
396
397
398
399
400
401
402
403
404
405
406
407
408
409
410
411
412
413
414
415
416
417
418
419
420
421
422
423
424
425
426
427
428
429
430
431
432
433
434
435
436
437
438
439
440
441
442
443
444
445
446
447
448
449
450
451
452
453
454
455
456
457
458
459
460
461
462
463
464
465
466
467
468
469
470
471
472
473
474
475
476
477
478
479
480
481
482
483
484
485
486
487
488
489
490
491
492
493
494
495
496
497
498
499
500
501
502
503
504
505
506
507
508
509
510
511
512
513
514
515
516
517
518
519
520
521
522
523
524
525
526
527
528
529
530
531
532
533
534
535
536
537
Evaluation Results for model: gpt-4o-2024-08-06
Timestamp: 20240912_155645

Average Scores:
bleu: 0.0168
rouge-1: 0.1536
rouge-2: 0.0359
rouge-l: 0.1481
cosine_similarity: 0.4000
structural_similarity: 0.2391
information_retrieval: 0.7450
code_consistency: 0.0836
readability: 0.4433
weighted_score: 0.3313

Detailed Results:

Repository: labelme
Scores:
  BLEU: 0.0108
  ROUGE-1: 0.1953
  ROUGE-2: 0.0443
  ROUGE-L: 0.1893
  Cosine Similarity: 0.4387
  Structural Similarity: 0.1447
  Information Retrieval: 0.8000
  Code Consistency: 0.0319
  Readability: 0.4481
  Weighted Score: 0.3298

Repository: gpt-engineer
Scores:
  BLEU: 0.0247
  ROUGE-1: 0.2326
  ROUGE-2: 0.0348
  ROUGE-L: 0.2216
  Cosine Similarity: 0.4803
  Structural Similarity: 0.3333
  Information Retrieval: 0.8000
  Code Consistency: 0.0788
  Readability: 0.4471
  Weighted Score: 0.3654

Repository: ChatGLM-6B
Scores:
  BLEU: 0.0006
  ROUGE-1: 0.0617
  ROUGE-2: 0.0159
  ROUGE-L: 0.0617
  Cosine Similarity: 0.2239
  Structural Similarity: 0.1964
  Information Retrieval: 0.8000
  Code Consistency: 0.0825
  Readability: 0.3726
  Weighted Score: 0.2978

Repository: SMSBoom
Scores:
  BLEU: 0.0283
  ROUGE-1: 0.1327
  ROUGE-2: 0.0411
  ROUGE-L: 0.1294
  Cosine Similarity: 0.2083
  Structural Similarity: 0.2250
  Information Retrieval: 0.8000
  Code Consistency: 0.1944
  Readability: 0.5256
  Weighted Score: 0.3603

Repository: mackup
Scores:
  BLEU: 0.0000
  ROUGE-1: 0.0828
  ROUGE-2: 0.0195
  ROUGE-L: 0.0796
  Cosine Similarity: 0.1357
  Structural Similarity: 0.0192
  Information Retrieval: 0.6000
  Code Consistency: 0.1481
  Readability: 0.5012
  Weighted Score: 0.2715

Repository: TaskMatrix
Scores:
  BLEU: 0.0069
  ROUGE-1: 0.2016
  ROUGE-2: 0.0380
  ROUGE-L: 0.1883
  Cosine Similarity: 0.4663
  Structural Similarity: 0.1607
  Information Retrieval: 0.8000
  Code Consistency: 0.0519
  Readability: 0.4136
  Weighted Score: 0.3308

Repository: Deep-Live-Cam
Scores:
  BLEU: 0.0032
  ROUGE-1: 0.1970
  ROUGE-2: 0.0439
  ROUGE-L: 0.1898
  Cosine Similarity: 0.5934
  Structural Similarity: 0.1207
  Information Retrieval: 0.8000
  Code Consistency: 0.0108
  Readability: 0.5919
  Weighted Score: 0.3667

Repository: python-fire
Scores:
  BLEU: 0.0794
  ROUGE-1: 0.3263
  ROUGE-2: 0.1231
  ROUGE-L: 0.3136
  Cosine Similarity: 0.6743
  Structural Similarity: 0.5625
  Information Retrieval: 0.8000
  Code Consistency: 0.0218
  Readability: 0.4921
  Weighted Score: 0.4199

Repository: devika
Scores:
  BLEU: 0.0252
  ROUGE-1: 0.2424
  ROUGE-2: 0.0723
  ROUGE-L: 0.2350
  Cosine Similarity: 0.6301
  Structural Similarity: 0.2647
  Information Retrieval: 1.0000
  Code Consistency: 0.0673
  Readability: 0.3574
  Weighted Score: 0.3953

Repository: gpt-pilot
Scores:
  BLEU: 0.0011
  ROUGE-1: 0.1468
  ROUGE-2: 0.0191
  ROUGE-L: 0.1407
  Cosine Similarity: 0.3637
  Structural Similarity: 0.1458
  Information Retrieval: 0.8000
  Code Consistency: 0.0370
  Readability: 0.4931
  Weighted Score: 0.3273

Repository: Depix
Scores:
  BLEU: 0.0293
  ROUGE-1: 0.2059
  ROUGE-2: 0.0389
  ROUGE-L: 0.2026
  Cosine Similarity: 0.5491
  Structural Similarity: 0.5455
  Information Retrieval: 0.6000
  Code Consistency: 0.0000
  Readability: 0.2677
  Weighted Score: 0.3009

Repository: Real-Time-Voice-Cloning
Scores:
  BLEU: 0.0306
  ROUGE-1: 0.1965
  ROUGE-2: 0.0385
  ROUGE-L: 0.1895
  Cosine Similarity: 0.3615
  Structural Similarity: 0.4500
  Information Retrieval: 0.6000
  Code Consistency: 0.0451
  Readability: 0.4512
  Weighted Score: 0.3177

Repository: httpx
Scores:
  BLEU: 0.0367
  ROUGE-1: 0.2333
  ROUGE-2: 0.0730
  ROUGE-L: 0.2296
  Cosine Similarity: 0.5416
  Structural Similarity: 0.5714
  Information Retrieval: 1.0000
  Code Consistency: 0.0398
  Readability: 0.5084
  Weighted Score: 0.4425

Repository: chatgpt-mirai-qq-bot
Scores:
  BLEU: 0.0020
  ROUGE-1: 0.0593
  ROUGE-2: 0.0122
  ROUGE-L: 0.0593
  Cosine Similarity: 0.0751
  Structural Similarity: 0.2692
  Information Retrieval: 0.8000
  Code Consistency: 0.0238
  Readability: 0.4931
  Weighted Score: 0.3024

Repository: gpt-researcher
Scores:
  BLEU: 0.0019
  ROUGE-1: 0.1951
  ROUGE-2: 0.0649
  ROUGE-L: 0.1897
  Cosine Similarity: 0.5946
  Structural Similarity: 0.2381
  Information Retrieval: 0.8000
  Code Consistency: 0.0548
  Readability: 0.4288
  Weighted Score: 0.3552

Repository: mkdocs
Scores:
  BLEU: 0.0670
  ROUGE-1: 0.2464
  ROUGE-2: 0.0883
  ROUGE-L: 0.2464
  Cosine Similarity: 0.5316
  Structural Similarity: 0.7143
  Information Retrieval: 0.6000
  Code Consistency: 0.0329
  Readability: 0.5134
  Weighted Score: 0.3800

Repository: face_recognition
Scores:
  BLEU: 0.0005
  ROUGE-1: 0.2015
  ROUGE-2: 0.0587
  ROUGE-L: 0.1900
  Cosine Similarity: 0.6090
  Structural Similarity: 0.1512
  Information Retrieval: 0.8000
  Code Consistency: 0.1364
  Readability: 0.4116
  Weighted Score: 0.3607

Repository: system-design-primer
Scores:
  BLEU: 0.0000
  ROUGE-1: 0.0654
  ROUGE-2: 0.0105
  ROUGE-L: 0.0630
  Cosine Similarity: 0.4926
  Structural Similarity: 0.0260
  Information Retrieval: 0.8000
  Code Consistency: 0.0565
  Readability: 0.3923
  Weighted Score: 0.3063

Repository: GPT_API_free
Scores:
  BLEU: 0.0062
  ROUGE-1: 0.0587
  ROUGE-2: 0.0000
  ROUGE-L: 0.0542
  Cosine Similarity: 0.1376
  Structural Similarity: 0.1750
  Information Retrieval: 0.8000
  Code Consistency: 1.0000
  Readability: 0.5134
  Weighted Score: 0.4983

Repository: 30-Days-Of-Python
Scores:
  BLEU: 0.0000
  ROUGE-1: 0.1228
  ROUGE-2: 0.0203
  ROUGE-L: 0.1228
  Cosine Similarity: 0.6194
  Structural Similarity: 0.1000
  Information Retrieval: 0.8000
  Code Consistency: 0.0000
  Readability: 0.5848
  Weighted Score: 0.3578

Repository: ChatPaper
Scores:
  BLEU: 0.0000
  ROUGE-1: 0.0659
  ROUGE-2: 0.0164
  ROUGE-L: 0.0647
  Cosine Similarity: 0.1535
  Structural Similarity: 0.0636
  Information Retrieval: 1.0000
  Code Consistency: 0.0592
  Readability: 0.3574
  Weighted Score: 0.3100

Repository: twint
Scores:
  BLEU: 0.0036
  ROUGE-1: 0.1667
  ROUGE-2: 0.0207
  ROUGE-L: 0.1587
  Cosine Similarity: 0.3566
  Structural Similarity: 0.2500
  Information Retrieval: 0.8000
  Code Consistency: 0.0862
  Readability: 0.5398
  Weighted Score: 0.3578

Repository: flask
Scores:
  BLEU: 0.0951
  ROUGE-1: 0.2691
  ROUGE-2: 0.0945
  ROUGE-L: 0.2639
  Cosine Similarity: 0.5647
  Structural Similarity: 0.3571
  Information Retrieval: 0.8000
  Code Consistency: 0.0858
  Readability: 0.6001
  Weighted Score: 0.4199

Repository: professional-programming
Scores:
  BLEU: 0.0000
  ROUGE-1: 0.0216
  ROUGE-2: 0.0025
  ROUGE-L: 0.0213
  Cosine Similarity: 0.3674
  Structural Similarity: 0.0038
  Information Retrieval: 0.6000
  Code Consistency: 0.0000
  Readability: 0.4258
  Weighted Score: 0.2438

Repository: EIPs
Scores:
  BLEU: 0.0328
  ROUGE-1: 0.1881
  ROUGE-2: 0.0394
  ROUGE-L: 0.1808
  Cosine Similarity: 0.3856
  Structural Similarity: 0.4286
  Information Retrieval: 0.6000
  Code Consistency: 0.0059
  Readability: 0.4217
  Weighted Score: 0.3039

Repository: grok-1
Scores:
  BLEU: 0.0629
  ROUGE-1: 0.2760
  ROUGE-2: 0.0747
  ROUGE-L: 0.2579
  Cosine Similarity: 0.5838
  Structural Similarity: 0.2000
  Information Retrieval: 1.0000
  Code Consistency: 0.0723
  Readability: 0.3280
  Weighted Score: 0.3851

Repository: PyTorch-GAN
Scores:
  BLEU: 0.0000
  ROUGE-1: 0.0949
  ROUGE-2: 0.0151
  ROUGE-L: 0.0914
  Cosine Similarity: 0.5492
  Structural Similarity: 0.0301
  Information Retrieval: 0.8000
  Code Consistency: 0.0137
  Readability: 0.3412
  Weighted Score: 0.2956

Repository: public-apis
Scores:
  BLEU: 0.0000
  ROUGE-1: 0.0215
  ROUGE-2: 0.0020
  ROUGE-L: 0.0212
  Cosine Similarity: 0.1044
  Structural Similarity: 0.0714
  Information Retrieval: 0.6000
  Code Consistency: 0.0476
  Readability: 0.4309
  Weighted Score: 0.2348

Repository: hackingtool
Scores:
  BLEU: 0.0013
  ROUGE-1: 0.1249
  ROUGE-2: 0.0127
  ROUGE-L: 0.1139
  Cosine Similarity: 0.2440
  Structural Similarity: 0.0700
  Information Retrieval: 0.6000
  Code Consistency: 0.0642
  Readability: 0.4227
  Weighted Score: 0.2573

Repository: cascadia-code
Scores:
  BLEU: 0.0170
  ROUGE-1: 0.1990
  ROUGE-2: 0.0376
  ROUGE-L: 0.1955
  Cosine Similarity: 0.3703
  Structural Similarity: 0.3636
  Information Retrieval: 0.6000
  Code Consistency: 0.1333
  Readability: 0.5879
  Weighted Score: 0.3538

Repository: python-cheatsheet
Scores:
  BLEU: 0.0000
  ROUGE-1: 0.0255
  ROUGE-2: 0.0022
  ROUGE-L: 0.0242
  Cosine Similarity: 0.2996
  Structural Similarity: 0.0024
  Information Retrieval: 0.6000
  Code Consistency: 0.1765
  Readability: 0.4288
  Weighted Score: 0.2730

Repository: rembg
Scores:
  BLEU: 0.0009
  ROUGE-1: 0.1674
  ROUGE-2: 0.0406
  ROUGE-L: 0.1605
  Cosine Similarity: 0.3103
  Structural Similarity: 0.2500
  Information Retrieval: 0.6000
  Code Consistency: 0.0609
  Readability: 0.4688
  Weighted Score: 0.2944

Repository: devops-exercises
Scores:
  BLEU: 0.0000
  ROUGE-1: 0.0363
  ROUGE-2: 0.0037
  ROUGE-L: 0.0339
  Cosine Similarity: 0.3432
  Structural Similarity: 0.0714
  Information Retrieval: 0.6000
  Code Consistency: 0.0417
  Readability: 0.3493
  Weighted Score: 0.2421

Repository: AutoEq
Scores:
  BLEU: 0.0128
  ROUGE-1: 0.2108
  ROUGE-2: 0.0289
  ROUGE-L: 0.2000
  Cosine Similarity: 0.3421
  Structural Similarity: 0.2857
  Information Retrieval: 0.8000
  Code Consistency: 0.0424
  Readability: 0.3503
  Weighted Score: 0.3173

Repository: MiniGPT-4
Scores:
  BLEU: 0.0023
  ROUGE-1: 0.1644
  ROUGE-2: 0.0223
  ROUGE-L: 0.1590
  Cosine Similarity: 0.2945
  Structural Similarity: 0.3077
  Information Retrieval: 0.6000
  Code Consistency: 0.0354
  Readability: 0.4268
  Weighted Score: 0.2845

Repository: python-spider
Scores:
  BLEU: 0.0065
  ROUGE-1: 0.0427
  ROUGE-2: 0.0110
  ROUGE-L: 0.0427
  Cosine Similarity: 0.0582
  Structural Similarity: 0.5000
  Information Retrieval: 0.8000
  Code Consistency: 0.0443
  Readability: 0.5327
  Weighted Score: 0.3351

Repository: chatgpt-retrieval-plugin
Scores:
  BLEU: 0.0000
  ROUGE-1: 0.1391
  ROUGE-2: 0.0284
  ROUGE-L: 0.1340
  Cosine Similarity: 0.6506
  Structural Similarity: 0.0547
  Information Retrieval: 0.8000
  Code Consistency: 0.0510
  Readability: 0.4207
  Weighted Score: 0.3349

Repository: flux
Scores:
  BLEU: 0.0410
  ROUGE-1: 0.2582
  ROUGE-2: 0.0676
  ROUGE-L: 0.2551
  Cosine Similarity: 0.4717
  Structural Similarity: 0.3125
  Information Retrieval: 0.6000
  Code Consistency: 0.1212
  Readability: 0.3463
  Weighted Score: 0.3154

Repository: pyright
Scores:
  BLEU: 0.0403
  ROUGE-1: 0.1989
  ROUGE-2: 0.0450
  ROUGE-L: 0.1823
  Cosine Similarity: 0.2963
  Structural Similarity: 0.5000
  Information Retrieval: 0.6000
  Code Consistency: 0.0000
  Readability: 0.3178
  Weighted Score: 0.2815

Repository: system-design-primer
Scores:
  BLEU: 0.0000
  ROUGE-1: 0.0690
  ROUGE-2: 0.0116
  ROUGE-L: 0.0666
  Cosine Similarity: 0.5266
  Structural Similarity: 0.0260
  Information Retrieval: 0.8000
  Code Consistency: 0.0887
  Readability: 0.4288
  Weighted Score: 0.3237