File size: 11,067 Bytes
859ea6b
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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: gemini-1.5-flash-exp-0827
Timestamp: 20240912_180343

Average Scores:
bleu: 0.1924
rouge-1: 0.3231
rouge-2: 0.2148
rouge-l: 0.3174
cosine_similarity: 0.6149
structural_similarity: 0.3317
information_retrieval: 0.5950
code_consistency: 0.1148
readability: 0.2765
weighted_score: 0.3397

Detailed Results:

Repository: labelme
Scores:
  BLEU: 0.0635
  ROUGE-1: 0.1931
  ROUGE-2: 0.0463
  ROUGE-L: 0.1881
  Cosine Similarity: 0.4746
  Structural Similarity: 0.1711
  Information Retrieval: 0.8000
  Code Consistency: 0.0383
  Readability: 0.3534
  Weighted Score: 0.3236

Repository: gpt-engineer
Scores:
  BLEU: 0.9352
  ROUGE-1: 0.9570
  ROUGE-2: 0.9326
  ROUGE-L: 0.9570
  Cosine Similarity: 0.9946
  Structural Similarity: 0.8667
  Information Retrieval: 0.8000
  Code Consistency: 0.0837
  Readability: 0.2474
  Weighted Score: 0.6008

Repository: ChatGLM-6B
Scores:
  BLEU: 0.9993
  ROUGE-1: 0.9995
  ROUGE-2: 0.9996
  ROUGE-L: 0.9995
  Cosine Similarity: 1.0000
  Structural Similarity: 0.9643
  Information Retrieval: 0.8000
  Code Consistency: 0.0928
  Readability: 0.1168
  Weighted Score: 0.5982

Repository: SMSBoom
Scores:
  BLEU: 0.0491
  ROUGE-1: 0.1289
  ROUGE-2: 0.0459
  ROUGE-L: 0.1250
  Cosine Similarity: 0.3262
  Structural Similarity: 0.4348
  Information Retrieval: 0.4000
  Code Consistency: 0.2500
  Readability: 0.8058
  Weighted Score: 0.3822

Repository: mackup
Scores:
  BLEU: 0.0004
  ROUGE-1: 0.1042
  ROUGE-2: 0.0313
  ROUGE-L: 0.1001
  Cosine Similarity: 0.2565
  Structural Similarity: 0.3269
  Information Retrieval: 0.8000
  Code Consistency: 0.2037
  Readability: 0.2444
  Weighted Score: 0.3159

Repository: TaskMatrix
Scores:
  BLEU: 0.3552
  ROUGE-1: 0.4581
  ROUGE-2: 0.2997
  ROUGE-L: 0.4430
  Cosine Similarity: 0.7708
  Structural Similarity: 0.2500
  Information Retrieval: 0.8000
  Code Consistency: 0.2857
  Readability: 0.1517
  Weighted Score: 0.4251

Repository: Deep-Live-Cam
Scores:
  BLEU: 0.9213
  ROUGE-1: 0.9424
  ROUGE-2: 0.9239
  ROUGE-L: 0.9424
  Cosine Similarity: 0.9882
  Structural Similarity: 0.9138
  Information Retrieval: 0.6000
  Code Consistency: 0.0215
  Readability: 0.3422
  Weighted Score: 0.5687

Repository: python-fire
Scores:
  BLEU: 0.0974
  ROUGE-1: 0.2829
  ROUGE-2: 0.1057
  ROUGE-L: 0.2804
  Cosine Similarity: 0.6319
  Structural Similarity: 0.1731
  Information Retrieval: 0.6000
  Code Consistency: 0.0406
  Readability: 0.4380
  Weighted Score: 0.3283

Repository: devika
Scores:
  BLEU: 0.0383
  ROUGE-1: 0.2679
  ROUGE-2: 0.0705
  ROUGE-L: 0.2517
  Cosine Similarity: 0.6788
  Structural Similarity: 0.3529
  Information Retrieval: 0.6000
  Code Consistency: 0.0673
  Readability: 0.4156
  Weighted Score: 0.3433

Repository: gpt-pilot
Scores:
  BLEU: 0.0557
  ROUGE-1: 0.2329
  ROUGE-2: 0.0486
  ROUGE-L: 0.2213
  Cosine Similarity: 0.7353
  Structural Similarity: 0.1875
  Information Retrieval: 0.6000
  Code Consistency: 0.0577
  Readability: 0.4177
  Weighted Score: 0.3298

Repository: Depix
Scores:
  BLEU: 0.0582
  ROUGE-1: 0.2874
  ROUGE-2: 0.0643
  ROUGE-L: 0.2758
  Cosine Similarity: 0.6785
  Structural Similarity: 0.4545
  Information Retrieval: 0.8000
  Code Consistency: 0.0000
  Readability: 0.4962
  Weighted Score: 0.3993

Repository: Real-Time-Voice-Cloning
Scores:
  BLEU: 0.1195
  ROUGE-1: 0.2944
  ROUGE-2: 0.0867
  ROUGE-L: 0.2833
  Cosine Similarity: 0.5330
  Structural Similarity: 0.4091
  Information Retrieval: 0.6000
  Code Consistency: 0.0602
  Readability: 0.4369
  Weighted Score: 0.3478

Repository: httpx
Scores:
  BLEU: 0.0863
  ROUGE-1: 0.2033
  ROUGE-2: 0.0525
  ROUGE-L: 0.2033
  Cosine Similarity: 0.6751
  Structural Similarity: 0.4444
  Information Retrieval: 0.6000
  Code Consistency: 0.0826
  Readability: 0.0332
  Weighted Score: 0.2791

Repository: chatgpt-mirai-qq-bot
Scores:
  BLEU: 0.0086
  ROUGE-1: 0.1122
  ROUGE-2: 0.0239
  ROUGE-L: 0.1094
  Cosine Similarity: 0.5783
  Structural Similarity: 0.2692
  Information Retrieval: 0.4000
  Code Consistency: 0.0102
  Readability: 0.1852
  Weighted Score: 0.2129

Repository: gpt-researcher
Scores:
  BLEU: 0.0549
  ROUGE-1: 0.2141
  ROUGE-2: 0.0567
  ROUGE-L: 0.2007
  Cosine Similarity: 0.7096
  Structural Similarity: 0.1905
  Information Retrieval: 1.0000
  Code Consistency: 0.0685
  Readability: 0.3300
  Weighted Score: 0.3910

Repository: mkdocs
Scores:
  BLEU: 0.0892
  ROUGE-1: 0.2163
  ROUGE-2: 0.0554
  ROUGE-L: 0.2119
  Cosine Similarity: 0.7006
  Structural Similarity: 0.4091
  Information Retrieval: 0.8000
  Code Consistency: 0.0384
  Readability: 0.1087
  Weighted Score: 0.3255

Repository: face_recognition
Scores:
  BLEU: 1.0000
  ROUGE-1: 1.0000
  ROUGE-2: 1.0000
  ROUGE-L: 1.0000
  Cosine Similarity: 1.0000
  Structural Similarity: 0.9884
  Information Retrieval: 0.8000
  Code Consistency: 0.2727
  Readability: 0.0823
  Weighted Score: 0.6298

Repository: system-design-primer
Scores:
  BLEU: 0.0000
  ROUGE-1: 0.0743
  ROUGE-2: 0.0158
  ROUGE-L: 0.0715
  Cosine Similarity: 0.4272
  Structural Similarity: 0.0838
  Information Retrieval: 0.2000
  Code Consistency: 0.3387
  Readability: 0.3432
  Weighted Score: 0.2329

Repository: GPT_API_free
Scores:
  BLEU: 0.0263
  ROUGE-1: 0.0755
  ROUGE-2: 0.0000
  ROUGE-L: 0.0713
  Cosine Similarity: 0.2814
  Structural Similarity: 0.2250
  Information Retrieval: 0.6000
  Code Consistency: 1.0000
  Readability: 0.5676
  Weighted Score: 0.4917

Repository: 30-Days-Of-Python
Scores:
  BLEU: 0.0057
  ROUGE-1: 0.2320
  ROUGE-2: 0.1159
  ROUGE-L: 0.2307
  Cosine Similarity: 0.5209
  Structural Similarity: 0.1000
  Information Retrieval: 0.4000
  Code Consistency: 0.0769
  Readability: 0.1422
  Weighted Score: 0.2058

Repository: ChatPaper
Scores:
  BLEU: 0.0015
  ROUGE-1: 0.0669
  ROUGE-2: 0.0165
  ROUGE-L: 0.0657
  Cosine Similarity: 0.5262
  Structural Similarity: 0.1636
  Information Retrieval: 0.4000
  Code Consistency: 0.0658
  Readability: 0.1679
  Weighted Score: 0.2009

Repository: twint
Scores:
  BLEU: 0.1100
  ROUGE-1: 0.1984
  ROUGE-2: 0.0474
  ROUGE-L: 0.1873
  Cosine Similarity: 0.6700
  Structural Similarity: 0.1750
  Information Retrieval: 1.0000
  Code Consistency: 0.1207
  Readability: 0.5747
  Weighted Score: 0.4491

Repository: flask
Scores:
  BLEU: 0.7321
  ROUGE-1: 0.8896
  ROUGE-2: 0.8780
  ROUGE-L: 0.8896
  Cosine Similarity: 0.9115
  Structural Similarity: 0.5000
  Information Retrieval: 0.4000
  Code Consistency: 0.0621
  Readability: 0.4441
  Weighted Score: 0.4842

Repository: professional-programming
Scores:
  BLEU: 0.0000
  ROUGE-1: 0.0459
  ROUGE-2: 0.0063
  ROUGE-L: 0.0445
  Cosine Similarity: 0.4232
  Structural Similarity: 0.0677
  Information Retrieval: 0.8000
  Code Consistency: 0.0000
  Readability: 0.2393
  Weighted Score: 0.2602

Repository: EIPs
Scores:
  BLEU: 0.0094
  ROUGE-1: 0.1690
  ROUGE-2: 0.0245
  ROUGE-L: 0.1572
  Cosine Similarity: 0.2332
  Structural Similarity: 0.5000
  Information Retrieval: 0.6000
  Code Consistency: 0.0237
  Readability: 0.4197
  Weighted Score: 0.2947

Repository: grok-1
Scores:
  BLEU: 0.7739
  ROUGE-1: 0.8618
  ROUGE-2: 0.7638
  ROUGE-L: 0.8564
  Cosine Similarity: 0.9594
  Structural Similarity: 0.2857
  Information Retrieval: 0.4000
  Code Consistency: 0.0361
  Readability: 0.3781
  Weighted Score: 0.4475

Repository: PyTorch-GAN
Scores:
  BLEU: 0.0010
  ROUGE-1: 0.2089
  ROUGE-2: 0.0686
  ROUGE-L: 0.1924
  Cosine Similarity: 0.7472
  Structural Similarity: 0.1391
  Information Retrieval: 0.2000
  Code Consistency: 0.0274
  Readability: 0.1212
  Weighted Score: 0.1741

Repository: public-apis
Scores:
  BLEU: 0.0000
  ROUGE-1: 0.0227
  ROUGE-2: 0.0034
  ROUGE-L: 0.0227
  Cosine Similarity: 0.1893
  Structural Similarity: 0.0804
  Information Retrieval: 0.4000
  Code Consistency: 0.0000
  Readability: 0.5266
  Weighted Score: 0.2139

Repository: hackingtool
Scores:
  BLEU: 0.8202
  ROUGE-1: 0.9394
  ROUGE-2: 0.8722
  ROUGE-L: 0.9394
  Cosine Similarity: 0.9835
  Structural Similarity: 0.6961
  Information Retrieval: 0.4000
  Code Consistency: 0.4064
  Readability: -0.6325
  Weighted Score: 0.3765

Repository: cascadia-code
Scores:
  BLEU: 0.0193
  ROUGE-1: 0.1635
  ROUGE-2: 0.0328
  ROUGE-L: 0.1538
  Cosine Similarity: 0.1959
  Structural Similarity: 0.0423
  Information Retrieval: 0.4000
  Code Consistency: 0.0667
  Readability: 0.6816
  Weighted Score: 0.2671

Repository: python-cheatsheet
Scores:
  BLEU: 0.0163
  ROUGE-1: 0.3616
  ROUGE-2: 0.2957
  ROUGE-L: 0.3614
  Cosine Similarity: 0.6738
  Structural Similarity: 0.1066
  Information Retrieval: 0.4000
  Code Consistency: 0.1176
  Readability: 0.5368
  Weighted Score: 0.3245

Repository: rembg
Scores:
  BLEU: 0.0175
  ROUGE-1: 0.1834
  ROUGE-2: 0.0543
  ROUGE-L: 0.1790
  Cosine Similarity: 0.6081
  Structural Similarity: 0.4000
  Information Retrieval: 1.0000
  Code Consistency: 0.1043
  Readability: -0.0034
  Weighted Score: 0.3367

Repository: devops-exercises
Scores:
  BLEU: 0.0151
  ROUGE-1: 0.3865
  ROUGE-2: 0.3092
  ROUGE-L: 0.3865
  Cosine Similarity: 0.8250
  Structural Similarity: 0.0260
  Information Retrieval: 0.2000
  Code Consistency: 0.0833
  Readability: 0.3832
  Weighted Score: 0.2560

Repository: AutoEq
Scores:
  BLEU: 0.0297
  ROUGE-1: 0.2288
  ROUGE-2: 0.0500
  ROUGE-L: 0.2153
  Cosine Similarity: 0.4875
  Structural Similarity: 0.0714
  Information Retrieval: 0.6000
  Code Consistency: 0.0805
  Readability: 0.4075
  Weighted Score: 0.2930

Repository: MiniGPT-4
Scores:
  BLEU: 0.0603
  ROUGE-1: 0.2175
  ROUGE-2: 0.0582
  ROUGE-L: 0.2058
  Cosine Similarity: 0.6299
  Structural Similarity: 0.5667
  Information Retrieval: 0.8000
  Code Consistency: 0.0420
  Readability: 0.2789
  Weighted Score: 0.3660

Repository: python-spider
Scores:
  BLEU: 0.0341
  ROUGE-1: 0.0166
  ROUGE-2: 0.0011
  ROUGE-L: 0.0166
  Cosine Similarity: 0.4357
  Structural Similarity: 0.3571
  Information Retrieval: 0.6000
  Code Consistency: 0.0443
  Readability: -1.2809
  Weighted Score: -0.0435

Repository: chatgpt-retrieval-plugin
Scores:
  BLEU: 0.0001
  ROUGE-1: 0.1851
  ROUGE-2: 0.0515
  ROUGE-L: 0.1810
  Cosine Similarity: 0.7750
  Structural Similarity: 0.0859
  Information Retrieval: 0.8000
  Code Consistency: 0.0573
  Readability: 0.4126
  Weighted Score: 0.3540

Repository: flux
Scores:
  BLEU: 0.0831
  ROUGE-1: 0.2567
  ROUGE-2: 0.0599
  ROUGE-L: 0.2388
  Cosine Similarity: 0.6379
  Structural Similarity: 0.4375
  Information Retrieval: 0.8000
  Code Consistency: 0.0606
  Readability: 0.5412
  Weighted Score: 0.4148

Repository: pyright
Scores:
  BLEU: 0.0082
  ROUGE-1: 0.1824
  ROUGE-2: 0.0124
  ROUGE-L: 0.1763
  Cosine Similarity: 0.3494
  Structural Similarity: 0.3333
  Information Retrieval: 0.4000
  Code Consistency: 0.0000
  Readability: 0.4207
  Weighted Score: 0.2457

Repository: system-design-primer
Scores:
  BLEU: 0.0000
  ROUGE-1: 0.0616
  ROUGE-2: 0.0119
  ROUGE-L: 0.0588
  Cosine Similarity: 0.3735
  Structural Similarity: 0.0202
  Information Retrieval: 0.2000
  Code Consistency: 0.1048
  Readability: 0.1862
  Weighted Score: 0.1420