File size: 11,072 Bytes
0978e2b
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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_191049

Average Scores:
bleu: 0.2002
rouge-1: 0.3270
rouge-2: 0.2266
rouge-l: 0.3221
cosine_similarity: 0.5898
structural_similarity: 0.3454
information_retrieval: 0.6050
code_consistency: 0.1309
readability: 0.2052
weighted_score: 0.3310

Detailed Results:

Repository: labelme
Scores:
  BLEU: 0.1166
  ROUGE-1: 0.2105
  ROUGE-2: 0.0473
  ROUGE-L: 0.1958
  Cosine Similarity: 0.5298
  Structural Similarity: 0.2632
  Information Retrieval: 1.0000
  Code Consistency: 0.0351
  Readability: 0.2891
  Weighted Score: 0.3710

Repository: gpt-engineer
Scores:
  BLEU: 0.9986
  ROUGE-1: 0.9978
  ROUGE-2: 0.9882
  ROUGE-L: 0.9978
  Cosine Similarity: 1.0000
  Structural Similarity: 0.9333
  Information Retrieval: 0.8000
  Code Consistency: 0.0887
  Readability: 0.2474
  Weighted Score: 0.6199

Repository: ChatGLM-6B
Scores:
  BLEU: 0.6845
  ROUGE-1: 0.8470
  ROUGE-2: 0.8428
  ROUGE-L: 0.8470
  Cosine Similarity: 0.9305
  Structural Similarity: 0.8571
  Information Retrieval: 0.6000
  Code Consistency: 0.0825
  Readability: 0.1892
  Weighted Score: 0.5061

Repository: SMSBoom
Scores:
  BLEU: 0.0247
  ROUGE-1: 0.1138
  ROUGE-2: 0.0323
  ROUGE-L: 0.1098
  Cosine Similarity: 0.3564
  Structural Similarity: 0.2250
  Information Retrieval: 0.8000
  Code Consistency: 0.2778
  Readability: 0.2698
  Weighted Score: 0.3387

Repository: mackup
Scores:
  BLEU: 0.0001
  ROUGE-1: 0.1070
  ROUGE-2: 0.0347
  ROUGE-L: 0.1029
  Cosine Similarity: 0.2943
  Structural Similarity: 0.2692
  Information Retrieval: 0.4000
  Code Consistency: 0.2222
  Readability: 0.2935
  Weighted Score: 0.2477

Repository: TaskMatrix
Scores:
  BLEU: 0.5963
  ROUGE-1: 0.6918
  ROUGE-2: 0.5534
  ROUGE-L: 0.6839
  Cosine Similarity: 0.8670
  Structural Similarity: 0.3750
  Information Retrieval: 0.8000
  Code Consistency: 0.3117
  Readability: -0.0125
  Weighted Score: 0.4680

Repository: Deep-Live-Cam
Scores:
  BLEU: 0.9976
  ROUGE-1: 0.9977
  ROUGE-2: 0.9965
  ROUGE-L: 0.9977
  Cosine Similarity: 0.9999
  Structural Similarity: 0.9828
  Information Retrieval: 0.8000
  Code Consistency: 0.0215
  Readability: 0.4227
  Weighted Score: 0.6466

Repository: python-fire
Scores:
  BLEU: 0.1109
  ROUGE-1: 0.2898
  ROUGE-2: 0.0910
  ROUGE-L: 0.2841
  Cosine Similarity: 0.5700
  Structural Similarity: 0.5500
  Information Retrieval: 0.8000
  Code Consistency: 0.0305
  Readability: 0.4329
  Weighted Score: 0.3980

Repository: devika
Scores:
  BLEU: 0.0399
  ROUGE-1: 0.2448
  ROUGE-2: 0.0509
  ROUGE-L: 0.2337
  Cosine Similarity: 0.6946
  Structural Similarity: 0.3529
  Information Retrieval: 0.4000
  Code Consistency: 0.0913
  Readability: 0.4708
  Weighted Score: 0.3189

Repository: gpt-pilot
Scores:
  BLEU: 0.0476
  ROUGE-1: 0.2038
  ROUGE-2: 0.0367
  ROUGE-L: 0.1921
  Cosine Similarity: 0.3915
  Structural Similarity: 0.2500
  Information Retrieval: 1.0000
  Code Consistency: 0.0485
  Readability: -0.0075
  Weighted Score: 0.2916

Repository: Depix
Scores:
  BLEU: 0.0451
  ROUGE-1: 0.2547
  ROUGE-2: 0.0708
  ROUGE-L: 0.2516
  Cosine Similarity: 0.6649
  Structural Similarity: 0.4545
  Information Retrieval: 0.6000
  Code Consistency: 0.0000
  Readability: 0.4461
  Weighted Score: 0.3450

Repository: Real-Time-Voice-Cloning
Scores:
  BLEU: 0.5870
  ROUGE-1: 0.7405
  ROUGE-2: 0.6992
  ROUGE-L: 0.7405
  Cosine Similarity: 0.8188
  Structural Similarity: 0.5357
  Information Retrieval: 0.6000
  Code Consistency: 0.0526
  Readability: 0.3605
  Weighted Score: 0.4695

Repository: httpx
Scores:
  BLEU: 0.1359
  ROUGE-1: 0.1910
  ROUGE-2: 0.0617
  ROUGE-L: 0.1881
  Cosine Similarity: 0.7284
  Structural Similarity: 0.3182
  Information Retrieval: 0.8000
  Code Consistency: 0.0917
  Readability: 0.2065
  Weighted Score: 0.3526

Repository: chatgpt-mirai-qq-bot
Scores:
  BLEU: 0.0189
  ROUGE-1: 0.0823
  ROUGE-2: 0.0136
  ROUGE-L: 0.0804
  Cosine Similarity: 0.1472
  Structural Similarity: 0.4062
  Information Retrieval: 0.6000
  Code Consistency: 0.0374
  Readability: 0.4867
  Weighted Score: 0.2880

Repository: gpt-researcher
Scores:
  BLEU: 0.0538
  ROUGE-1: 0.2109
  ROUGE-2: 0.0658
  ROUGE-L: 0.2004
  Cosine Similarity: 0.6559
  Structural Similarity: 0.2857
  Information Retrieval: 0.8000
  Code Consistency: 0.0594
  Readability: 0.2566
  Weighted Score: 0.3387

Repository: mkdocs
Scores:
  BLEU: 0.0716
  ROUGE-1: 0.2661
  ROUGE-2: 0.0730
  ROUGE-L: 0.2427
  Cosine Similarity: 0.6749
  Structural Similarity: 0.4000
  Information Retrieval: 0.0000
  Code Consistency: 0.0438
  Readability: 0.3483
  Weighted Score: 0.2125

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: 0.0996
  ROUGE-2: 0.0187
  ROUGE-L: 0.0933
  Cosine Similarity: 0.4690
  Structural Similarity: 0.0491
  Information Retrieval: 0.6000
  Code Consistency: 0.3952
  Readability: 0.3781
  Weighted Score: 0.3335

Repository: GPT_API_free
Scores:
  BLEU: 0.0109
  ROUGE-1: 0.0671
  ROUGE-2: 0.0030
  ROUGE-L: 0.0671
  Cosine Similarity: 0.2936
  Structural Similarity: 0.1750
  Information Retrieval: 0.6000
  Code Consistency: 1.0000
  Readability: 0.6163
  Weighted Score: 0.4958

Repository: 30-Days-Of-Python
Scores:
  BLEU: 0.0098
  ROUGE-1: 0.2184
  ROUGE-2: 0.0792
  ROUGE-L: 0.2090
  Cosine Similarity: 0.6504
  Structural Similarity: 0.0857
  Information Retrieval: 0.4000
  Code Consistency: 0.0000
  Readability: 0.3923
  Weighted Score: 0.2500

Repository: ChatPaper
Scores:
  BLEU: 0.0000
  ROUGE-1: 0.0550
  ROUGE-2: 0.0108
  ROUGE-L: 0.0538
  Cosine Similarity: 0.2486
  Structural Similarity: 0.0909
  Information Retrieval: 0.8000
  Code Consistency: 0.0526
  Readability: 0.2728
  Weighted Score: 0.2630

Repository: twint
Scores:
  BLEU: 0.0447
  ROUGE-1: 0.2194
  ROUGE-2: 0.0315
  ROUGE-L: 0.2007
  Cosine Similarity: 0.6409
  Structural Similarity: 0.2000
  Information Retrieval: 1.0000
  Code Consistency: 0.1552
  Readability: 0.5155
  Weighted Score: 0.4378

Repository: flask
Scores:
  BLEU: 0.3753
  ROUGE-1: 0.6372
  ROUGE-2: 0.5839
  ROUGE-L: 0.6372
  Cosine Similarity: 0.8470
  Structural Similarity: 0.5000
  Information Retrieval: 0.4000
  Code Consistency: 0.0976
  Readability: 0.5012
  Weighted Score: 0.4340

Repository: professional-programming
Scores:
  BLEU: 0.0001
  ROUGE-1: 0.0418
  ROUGE-2: 0.0066
  ROUGE-L: 0.0391
  Cosine Similarity: 0.4266
  Structural Similarity: 0.0150
  Information Retrieval: 0.0000
  Code Consistency: 0.0000
  Readability: -0.6305
  Weighted Score: -0.0790

Repository: EIPs
Scores:
  BLEU: 0.0216
  ROUGE-1: 0.1199
  ROUGE-2: 0.0187
  ROUGE-L: 0.1161
  Cosine Similarity: 0.1735
  Structural Similarity: 0.0833
  Information Retrieval: 0.2000
  Code Consistency: 0.0237
  Readability: 0.3903
  Weighted Score: 0.1592

Repository: grok-1
Scores:
  BLEU: 0.6937
  ROUGE-1: 0.8199
  ROUGE-2: 0.7263
  ROUGE-L: 0.8033
  Cosine Similarity: 0.8960
  Structural Similarity: 0.3333
  Information Retrieval: 0.4000
  Code Consistency: 0.0361
  Readability: 0.3202
  Weighted Score: 0.4219

Repository: PyTorch-GAN
Scores:
  BLEU: 0.0000
  ROUGE-1: 0.1279
  ROUGE-2: 0.0324
  ROUGE-L: 0.1246
  Cosine Similarity: 0.6714
  Structural Similarity: 0.0564
  Information Retrieval: 0.8000
  Code Consistency: 0.0548
  Readability: 0.1913
  Weighted Score: 0.2915

Repository: public-apis
Scores:
  BLEU: 0.0000
  ROUGE-1: 0.0217
  ROUGE-2: 0.0023
  ROUGE-L: 0.0209
  Cosine Similarity: 0.2497
  Structural Similarity: 0.0714
  Information Retrieval: 0.6000
  Code Consistency: 0.0000
  Readability: 0.5246
  Weighted Score: 0.2585

Repository: hackingtool
Scores:
  BLEU: 0.9996
  ROUGE-1: 1.0000
  ROUGE-2: 0.9990
  ROUGE-L: 1.0000
  Cosine Similarity: 1.0000
  Structural Similarity: 0.9900
  Information Retrieval: 0.6000
  Code Consistency: 0.4118
  Readability: -0.8108
  Weighted Score: 0.4391

Repository: cascadia-code
Scores:
  BLEU: 0.0427
  ROUGE-1: 0.1362
  ROUGE-2: 0.0147
  ROUGE-L: 0.1331
  Cosine Similarity: 0.1441
  Structural Similarity: 0.2727
  Information Retrieval: 0.6000
  Code Consistency: 0.1333
  Readability: -1.2842
  Weighted Score: -0.0547

Repository: python-cheatsheet
Scores:
  BLEU: 0.0162
  ROUGE-1: 0.3584
  ROUGE-2: 0.2897
  ROUGE-L: 0.3581
  Cosine Similarity: 0.6716
  Structural Similarity: 0.1445
  Information Retrieval: 0.4000
  Code Consistency: 0.1176
  Readability: 0.5368
  Weighted Score: 0.3277

Repository: rembg
Scores:
  BLEU: 0.0213
  ROUGE-1: 0.2231
  ROUGE-2: 0.0652
  ROUGE-L: 0.2211
  Cosine Similarity: 0.4398
  Structural Similarity: 0.3929
  Information Retrieval: 1.0000
  Code Consistency: 0.0870
  Readability: 0.4992
  Weighted Score: 0.4197

Repository: devops-exercises
Scores:
  BLEU: 0.0151
  ROUGE-1: 0.3862
  ROUGE-2: 0.3091
  ROUGE-L: 0.3862
  Cosine Similarity: 0.8252
  Structural Similarity: 0.0260
  Information Retrieval: 0.2000
  Code Consistency: 0.0833
  Readability: 0.3832
  Weighted Score: 0.2560

Repository: AutoEq
Scores:
  BLEU: 0.0127
  ROUGE-1: 0.2063
  ROUGE-2: 0.0339
  ROUGE-L: 0.2003
  Cosine Similarity: 0.4769
  Structural Similarity: 0.2500
  Information Retrieval: 0.4000
  Code Consistency: 0.0424
  Readability: 0.4055
  Weighted Score: 0.2583

Repository: MiniGPT-4
Scores:
  BLEU: 0.0747
  ROUGE-1: 0.2127
  ROUGE-2: 0.0410
  ROUGE-L: 0.2127
  Cosine Similarity: 0.6120
  Structural Similarity: 0.4231
  Information Retrieval: 0.4000
  Code Consistency: 0.0597
  Readability: 0.0150
  Weighted Score: 0.2215

Repository: python-spider
Scores:
  BLEU: 0.0341
  ROUGE-1: 0.0167
  ROUGE-2: 0.0000
  ROUGE-L: 0.0167
  Cosine Similarity: 0.4361
  Structural Similarity: 0.3571
  Information Retrieval: 0.8000
  Code Consistency: 0.0443
  Readability: -1.2809
  Weighted Score: -0.0035

Repository: chatgpt-retrieval-plugin
Scores:
  BLEU: 0.0000
  ROUGE-1: 0.1156
  ROUGE-2: 0.0324
  ROUGE-L: 0.1122
  Cosine Similarity: 0.6687
  Structural Similarity: 0.0078
  Information Retrieval: 0.6000
  Code Consistency: 0.0382
  Readability: 0.4085
  Weighted Score: 0.2857

Repository: flux
Scores:
  BLEU: 0.0690
  ROUGE-1: 0.2222
  ROUGE-2: 0.0404
  ROUGE-L: 0.2124
  Cosine Similarity: 0.6520
  Structural Similarity: 0.1957
  Information Retrieval: 1.0000
  Code Consistency: 0.1515
  Readability: 0.2698
  Weighted Score: 0.3918

Repository: pyright
Scores:
  BLEU: 0.0343
  ROUGE-1: 0.2049
  ROUGE-2: 0.0407
  ROUGE-L: 0.1995
  Cosine Similarity: 0.2993
  Structural Similarity: 0.5000
  Information Retrieval: 0.4000
  Code Consistency: 0.0000
  Readability: 0.4024
  Weighted Score: 0.2587

Repository: system-design-primer
Scores:
  BLEU: 0.0021
  ROUGE-1: 0.1214
  ROUGE-2: 0.0254
  ROUGE-L: 0.1188
  Cosine Similarity: 0.4761
  Structural Similarity: 0.1474
  Information Retrieval: 0.4000
  Code Consistency: 0.4839
  Readability: 0.4095
  Weighted Score: 0.3301