Hugging Face's logo

Spaces:
Navid-AI
/
The-Arabic-IR-Leaderboard
Running

App Files Community
3
MohamedRashad commited on
Commit
4e6c433
·
verified ·
1 Parent(s): 9d91657

Upload folder using huggingface_hub

Browse files
Files changed (1) hide show
  1. results/retrieval_results.json +897 -849
results/retrieval_results.json CHANGED
@@ -1,850 +1,898 @@
1
- [
2
- {
3
- "Model": "Alibaba-NLP/gte-multilingual-base",
4
- "Revision": "main",
5
- "Precision": "f16",
6
- "Task": "Retriever",
7
- "Average Score": 61.02,
8
- "Context Length": 8192.0,
9
- "Embedding Dimension": 768,
10
- "Model Size (MB)": 582.44,
11
- "Number of Parameters (Billions)": 0.305,
12
- "Web Search Dataset": 80.2,
13
- "Islamic Knowledge Dataset": 41.84,
14
- "Downloads Last Month": "1237568",
15
- "Num Likes": "296",
16
- "License": "apache-2.0"
17
- },
18
- {
19
- "Model": "NAMAA-Space/AraModernBert-Base-STS",
20
- "Revision": "main",
21
- "Precision": "f32",
22
- "Task": "Retriever",
23
- "Average Score": 49.99,
24
- "Context Length": 512.0,
25
- "Embedding Dimension": 768,
26
- "Model Size (MB)": 568.19,
27
- "Number of Parameters (Billions)": 0.149,
28
- "Web Search Dataset": 37.9,
29
- "Islamic Knowledge Dataset": 62.08,
30
- "Downloads Last Month": "163",
31
- "Num Likes": "5",
32
- "License": "apache-2.0"
33
- },
34
- {
35
- "Model": "Omartificial-Intelligence-Space/Arabert-all-nli-triplet-Matryoshka",
36
- "Revision": "main",
37
- "Precision": "f32",
38
- "Task": "Retriever",
39
- "Average Score": 42.54,
40
- "Context Length": 512.0,
41
- "Embedding Dimension": 768,
42
- "Model Size (MB)": 515.72,
43
- "Number of Parameters (Billions)": 0.135,
44
- "Web Search Dataset": 44.49,
45
- "Islamic Knowledge Dataset": 40.59,
46
- "Downloads Last Month": "6477",
47
- "Num Likes": "10",
48
- "License": "apache-2.0"
49
- },
50
- {
51
- "Model": "Omartificial-Intelligence-Space/Arabic-Triplet-Matryoshka-V2",
52
- "Revision": "main",
53
- "Precision": "f32",
54
- "Task": "Retriever",
55
- "Average Score": 55.14,
56
- "Context Length": 512.0,
57
- "Embedding Dimension": 768,
58
- "Model Size (MB)": 515.72,
59
- "Number of Parameters (Billions)": 0.135,
60
- "Web Search Dataset": 50.93,
61
- "Islamic Knowledge Dataset": 59.35,
62
- "Downloads Last Month": "2409",
63
- "Num Likes": "10",
64
- "License": "apache-2.0"
65
- },
66
- {
67
- "Model": "Omartificial-Intelligence-Space/GATE-AraBert-v1",
68
- "Revision": "main",
69
- "Precision": "f16",
70
- "Task": "Retriever",
71
- "Average Score": 53.53,
72
- "Context Length": 512.0,
73
- "Embedding Dimension": 768,
74
- "Model Size (MB)": 257.86,
75
- "Number of Parameters (Billions)": 0.135,
76
- "Web Search Dataset": 50.97,
77
- "Islamic Knowledge Dataset": 56.09,
78
- "Downloads Last Month": "8980",
79
- "Num Likes": "14",
80
- "License": "apache-2.0"
81
- },
82
- {
83
- "Model": "mohamed2811/Muffakir_Embedding",
84
- "Revision": "main",
85
- "Precision": "f32",
86
- "Task": "Retriever",
87
- "Average Score": 60.03,
88
- "Context Length": 512.0,
89
- "Embedding Dimension": 768,
90
- "Model Size (MB)": 515.72,
91
- "Number of Parameters (Billions)": 0.135,
92
- "Web Search Dataset": 54.5,
93
- "Islamic Knowledge Dataset": 65.56,
94
- "Downloads Last Month": "97",
95
- "Num Likes": "3",
96
- "License": "None"
97
- },
98
- {
99
- "Model": "omarelshehy/Arabic-STS-Matryoshka-V2",
100
- "Revision": "main",
101
- "Precision": "f16",
102
- "Task": "Retriever",
103
- "Average Score": 52.38,
104
- "Context Length": 512.0,
105
- "Embedding Dimension": 768,
106
- "Model Size (MB)": 257.86,
107
- "Number of Parameters (Billions)": 0.135,
108
- "Web Search Dataset": 47.25,
109
- "Islamic Knowledge Dataset": 57.5,
110
- "Downloads Last Month": "196",
111
- "Num Likes": "1",
112
- "License": "None"
113
- },
114
- {
115
- "Model": "Omartificial-Intelligence-Space/Arabic-MiniLM-L12-v2-all-nli-triplet",
116
- "Revision": "main",
117
- "Precision": "f32",
118
- "Task": "Retriever",
119
- "Average Score": 38.89,
120
- "Context Length": 128.0,
121
- "Embedding Dimension": 384,
122
- "Model Size (MB)": 448.81,
123
- "Number of Parameters (Billions)": 0.118,
124
- "Web Search Dataset": 52.51,
125
- "Islamic Knowledge Dataset": 25.27,
126
- "Downloads Last Month": "12",
127
- "Num Likes": "4",
128
- "License": "apache-2.0"
129
- },
130
- {
131
- "Model": "Omartificial-Intelligence-Space/Arabic-labse-Matryoshka",
132
- "Revision": "main",
133
- "Precision": "f32",
134
- "Task": "Retriever",
135
- "Average Score": 45.54,
136
- "Context Length": 256.0,
137
- "Embedding Dimension": 768,
138
- "Model Size (MB)": 1798.7,
139
- "Number of Parameters (Billions)": 0.472,
140
- "Web Search Dataset": 64.09,
141
- "Islamic Knowledge Dataset": 26.99,
142
- "Downloads Last Month": "47",
143
- "Num Likes": "3",
144
- "License": "apache-2.0"
145
- },
146
- {
147
- "Model": "intfloat/multilingual-e5-large-instruct",
148
- "Revision": "main",
149
- "Precision": "f16",
150
- "Task": "Retriever",
151
- "Average Score": 64.75,
152
- "Context Length": 512.0,
153
- "Embedding Dimension": 1024,
154
- "Model Size (MB)": 1067.91,
155
- "Number of Parameters (Billions)": 0.56,
156
- "Web Search Dataset": 70.35,
157
- "Islamic Knowledge Dataset": 59.15,
158
- "Downloads Last Month": "2094784",
159
- "Num Likes": "544",
160
- "License": "mit"
161
- },
162
- {
163
- "Model": "omarelshehy/Arabic-Retrieval-v1.0",
164
- "Revision": "main",
165
- "Precision": "f32",
166
- "Task": "Retriever",
167
- "Average Score": 62.82,
168
- "Context Length": 512.0,
169
- "Embedding Dimension": 768,
170
- "Model Size (MB)": 515.73,
171
- "Number of Parameters (Billions)": 0.135,
172
- "Web Search Dataset": 61.19,
173
- "Islamic Knowledge Dataset": 64.46,
174
- "Downloads Last Month": "973",
175
- "Num Likes": "5",
176
- "License": "apache-2.0"
177
- },
178
- {
179
- "Model": "omarelshehy/Arabic-STS-Matryoshka-V2",
180
- "Revision": "main",
181
- "Precision": "f32",
182
- "Task": "Retriever",
183
- "Average Score": 52.38,
184
- "Context Length": 512.0,
185
- "Embedding Dimension": 768,
186
- "Model Size (MB)": 515.72,
187
- "Number of Parameters (Billions)": 0.135,
188
- "Web Search Dataset": 47.25,
189
- "Islamic Knowledge Dataset": 57.51,
190
- "Downloads Last Month": "196",
191
- "Num Likes": "1",
192
- "License": "None"
193
- },
194
- {
195
- "Model": "omarelshehy/Arabic-STS-Matryoshka",
196
- "Revision": "main",
197
- "Precision": "f32",
198
- "Task": "Retriever",
199
- "Average Score": 59.96,
200
- "Context Length": 512.0,
201
- "Embedding Dimension": 1024,
202
- "Model Size (MB)": 2135.81,
203
- "Number of Parameters (Billions)": 0.56,
204
- "Web Search Dataset": 69.35,
205
- "Islamic Knowledge Dataset": 50.58,
206
- "Downloads Last Month": "12",
207
- "Num Likes": "2",
208
- "License": "apache-2.0"
209
- },
210
- {
211
- "Model": "omarelshehy/arabic-english-sts-matryoshka-v2.0",
212
- "Revision": "main",
213
- "Precision": "f32",
214
- "Task": "Retriever",
215
- "Average Score": 49.72,
216
- "Context Length": 512.0,
217
- "Embedding Dimension": 1024,
218
- "Model Size (MB)": 2135.81,
219
- "Number of Parameters (Billions)": 0.56,
220
- "Web Search Dataset": 62.78,
221
- "Islamic Knowledge Dataset": 36.66,
222
- "Downloads Last Month": "220",
223
- "Num Likes": "3",
224
- "License": "None"
225
- },
226
- {
227
- "Model": "omarelshehy/arabic-english-sts-matryoshka",
228
- "Revision": "main",
229
- "Precision": "f32",
230
- "Task": "Retriever",
231
- "Average Score": 45.5,
232
- "Context Length": 512.0,
233
- "Embedding Dimension": 1024,
234
- "Model Size (MB)": 2135.81,
235
- "Number of Parameters (Billions)": 0.56,
236
- "Web Search Dataset": 58.32,
237
- "Islamic Knowledge Dataset": 32.69,
238
- "Downloads Last Month": "23",
239
- "Num Likes": "0",
240
- "License": "apache-2.0"
241
- },
242
- {
243
- "Model": "silma-ai/silma-embeddding-matryoshka-v0.1",
244
- "Revision": "main",
245
- "Precision": "f32",
246
- "Task": "Retriever",
247
- "Average Score": 48.97,
248
- "Context Length": 512.0,
249
- "Embedding Dimension": 768,
250
- "Model Size (MB)": 515.72,
251
- "Number of Parameters (Billions)": 0.135,
252
- "Web Search Dataset": 52.46,
253
- "Islamic Knowledge Dataset": 45.48,
254
- "Downloads Last Month": "88",
255
- "Num Likes": "11",
256
- "License": "apache-2.0"
257
- },
258
- {
259
- "Model": "silma-ai/silma-embeddding-sts-v0.1",
260
- "Revision": "main",
261
- "Precision": "f32",
262
- "Task": "Retriever",
263
- "Average Score": 52.6,
264
- "Context Length": 512.0,
265
- "Embedding Dimension": 768,
266
- "Model Size (MB)": 515.72,
267
- "Number of Parameters (Billions)": 0.135,
268
- "Web Search Dataset": 53.99,
269
- "Islamic Knowledge Dataset": 51.22,
270
- "Downloads Last Month": "233",
271
- "Num Likes": "4",
272
- "License": "apache-2.0"
273
- },
274
- {
275
- "Model": "nomic-ai/nomic-embed-text-v2-moe",
276
- "Revision": "main",
277
- "Precision": "f32",
278
- "Task": "Retriever",
279
- "Average Score": 66.79,
280
- "Context Length": 512.0,
281
- "Embedding Dimension": 768,
282
- "Model Size (MB)": 1813.1,
283
- "Number of Parameters (Billions)": 0.475,
284
- "Web Search Dataset": 79.35,
285
- "Islamic Knowledge Dataset": 54.22,
286
- "Downloads Last Month": "133525",
287
- "Num Likes": "425",
288
- "License": "apache-2.0"
289
- },
290
- {
291
- "Model": "Snowflake/snowflake-arctic-embed-m-v2.0",
292
- "Revision": "95c2741480856aa9666782eb4afe11959938017f",
293
- "Precision": "f32",
294
- "Task": "Retriever",
295
- "Average Score": 53.3,
296
- "Context Length": 8192.0,
297
- "Embedding Dimension": 768,
298
- "Model Size (MB)": 1164.89,
299
- "Number of Parameters (Billions)": 0.305,
300
- "Web Search Dataset": 69.75,
301
- "Islamic Knowledge Dataset": 36.86,
302
- "Downloads Last Month": "77649",
303
- "Num Likes": "88",
304
- "License": "apache-2.0"
305
- },
306
- {
307
- "Model": "ibm-granite/granite-embedding-107m-multilingual",
308
- "Revision": "5c793ec061753b0d0816865e1af7db3f675d65af",
309
- "Precision": "bf16",
310
- "Task": "Retriever",
311
- "Average Score": 48.34,
312
- "Context Length": 512.0,
313
- "Embedding Dimension": 384,
314
- "Model Size (MB)": 204.08,
315
- "Number of Parameters (Billions)": 0.107,
316
- "Web Search Dataset": 67.74,
317
- "Islamic Knowledge Dataset": 28.94,
318
- "Downloads Last Month": "12026",
319
- "Num Likes": "29",
320
- "License": "apache-2.0"
321
- },
322
- {
323
- "Model": "ibm-granite/granite-embedding-278m-multilingual",
324
- "Revision": "6ecb2d4c423c03f21c3a511f4227ee7d10d0facd",
325
- "Precision": "bf16",
326
- "Task": "Retriever",
327
- "Average Score": 51.69,
328
- "Context Length": 512.0,
329
- "Embedding Dimension": 768,
330
- "Model Size (MB)": 530.33,
331
- "Number of Parameters (Billions)": 0.278,
332
- "Web Search Dataset": 70.91,
333
- "Islamic Knowledge Dataset": 32.46,
334
- "Downloads Last Month": "72783",
335
- "Num Likes": "51",
336
- "License": "apache-2.0"
337
- },
338
- {
339
- "Model": "Snowflake/snowflake-arctic-embed-l-v2.0",
340
- "Revision": "dcf86e284785c825570c5fd512ddd682b386fa3d",
341
- "Precision": "f32",
342
- "Task": "Retriever",
343
- "Average Score": 68.42,
344
- "Context Length": 8192.0,
345
- "Embedding Dimension": 1024,
346
- "Model Size (MB)": 2165.81,
347
- "Number of Parameters (Billions)": 0.568,
348
- "Web Search Dataset": 78.96,
349
- "Islamic Knowledge Dataset": 57.88,
350
- "Downloads Last Month": "302079",
351
- "Num Likes": "197",
352
- "License": "apache-2.0"
353
- },
354
- {
355
- "Model": "ibm-granite/granite-embedding-278m-multilingual",
356
- "Revision": "main",
357
- "Precision": "bf16",
358
- "Task": "Retriever",
359
- "Average Score": 51.67,
360
- "Context Length": 512.0,
361
- "Embedding Dimension": 768,
362
- "Model Size (MB)": 530.33,
363
- "Number of Parameters (Billions)": 0.278,
364
- "Web Search Dataset": 70.84,
365
- "Islamic Knowledge Dataset": 32.49,
366
- "Downloads Last Month": "72783",
367
- "Num Likes": "51",
368
- "License": "apache-2.0"
369
- },
370
- {
371
- "Model": "intfloat/multilingual-e5-base",
372
- "Revision": "main",
373
- "Precision": "i64",
374
- "Task": "Retriever",
375
- "Average Score": 52.54,
376
- "Context Length": 512.0,
377
- "Embedding Dimension": 768,
378
- "Model Size (MB)": 1060.65,
379
- "Number of Parameters (Billions)": 0.278,
380
- "Web Search Dataset": 61.43,
381
- "Islamic Knowledge Dataset": 43.65,
382
- "Downloads Last Month": "1538150",
383
- "Num Likes": "292",
384
- "License": "mit"
385
- },
386
- {
387
- "Model": "jinaai/jina-embeddings-v3",
388
- "Revision": "main",
389
- "Precision": "bf16",
390
- "Task": "Retriever",
391
- "Average Score": 72.86,
392
- "Context Length": 8194.0,
393
- "Embedding Dimension": 1024,
394
- "Model Size (MB)": 1091.6,
395
- "Number of Parameters (Billions)": 0.572,
396
- "Web Search Dataset": 83.38,
397
- "Islamic Knowledge Dataset": 62.33,
398
- "Downloads Last Month": "4163481",
399
- "Num Likes": "1050",
400
- "License": "cc-by-nc-4.0"
401
- },
402
- {
403
- "Model": "sayed0am/arabic-english-bge-m3",
404
- "Revision": "main",
405
- "Precision": "f32",
406
- "Task": "Retriever",
407
- "Average Score": 70.93,
408
- "Context Length": 8192.0,
409
- "Embedding Dimension": 1024,
410
- "Model Size (MB)": 1381.55,
411
- "Number of Parameters (Billions)": 0.362,
412
- "Web Search Dataset": 84.21,
413
- "Islamic Knowledge Dataset": 57.64,
414
- "Downloads Last Month": "621",
415
- "Num Likes": "6",
416
- "License": "mit"
417
- },
418
- {
419
- "Model": "metga97/Modern-EgyBert-Base",
420
- "Revision": "main",
421
- "Precision": "f32",
422
- "Task": "Retriever",
423
- "Average Score": 8.5,
424
- "Context Length": 8192.0,
425
- "Embedding Dimension": 768,
426
- "Model Size (MB)": 608.38,
427
- "Number of Parameters (Billions)": 0.159,
428
- "Web Search Dataset": 10.86,
429
- "Islamic Knowledge Dataset": 6.14,
430
- "Downloads Last Month": "6",
431
- "Num Likes": "9",
432
- "License": "None"
433
- },
434
- {
435
- "Model": "metga97/Modern-EgyBert-Embedding",
436
- "Revision": "main",
437
- "Precision": "f32",
438
- "Task": "Retriever",
439
- "Average Score": 8.5,
440
- "Context Length": 8192.0,
441
- "Embedding Dimension": 768,
442
- "Model Size (MB)": 608.38,
443
- "Number of Parameters (Billions)": 0.159,
444
- "Web Search Dataset": 10.86,
445
- "Islamic Knowledge Dataset": 6.14,
446
- "Downloads Last Month": "6",
447
- "Num Likes": "4",
448
- "License": "None"
449
- },
450
- {
451
- "Model": "sentence-transformers/all-MiniLM-L6-v2",
452
- "Revision": "main",
453
- "Precision": "i64",
454
- "Task": "Retriever",
455
- "Average Score": 5.5,
456
- "Context Length": 256.0,
457
- "Embedding Dimension": 384,
458
- "Model Size (MB)": 86.64,
459
- "Number of Parameters (Billions)": 0.023,
460
- "Web Search Dataset": 6.43,
461
- "Islamic Knowledge Dataset": 4.57,
462
- "Downloads Last Month": "92644296",
463
- "Num Likes": "3781",
464
- "License": "apache-2.0"
465
- },
466
- {
467
- "Model": "sentence-transformers/all-mpnet-base-v2",
468
- "Revision": "main",
469
- "Precision": "i64",
470
- "Task": "Retriever",
471
- "Average Score": 6.79,
472
- "Context Length": 384.0,
473
- "Embedding Dimension": 768,
474
- "Model Size (MB)": 417.66,
475
- "Number of Parameters (Billions)": 0.109,
476
- "Web Search Dataset": 8.88,
477
- "Islamic Knowledge Dataset": 4.69,
478
- "Downloads Last Month": "19555045",
479
- "Num Likes": "1130",
480
- "License": "apache-2.0"
481
- },
482
- {
483
- "Model": "ALJIACHI/bte-base-ar",
484
- "Revision": "main",
485
- "Precision": "f32",
486
- "Task": "Retriever",
487
- "Average Score": 46.53,
488
- "Context Length": 8192.0,
489
- "Embedding Dimension": 768,
490
- "Model Size (MB)": 568.19,
491
- "Number of Parameters (Billions)": 0.149,
492
- "Web Search Dataset": 38.98,
493
- "Islamic Knowledge Dataset": 54.08,
494
- "Downloads Last Month": "4",
495
- "Num Likes": "0",
496
- "License": "mit"
497
- },
498
- {
499
- "Model": "OmarAlsaabi/e5-base-mlqa-finetuned-arabic-for-rag",
500
- "Revision": "main",
501
- "Precision": "f32",
502
- "Task": "Retriever",
503
- "Average Score": 56.54,
504
- "Context Length": 512.0,
505
- "Embedding Dimension": 768,
506
- "Model Size (MB)": 1060.65,
507
- "Number of Parameters (Billions)": 0.278,
508
- "Web Search Dataset": 67.28,
509
- "Islamic Knowledge Dataset": 45.79,
510
- "Downloads Last Month": "140",
511
- "Num Likes": "5",
512
- "License": "None"
513
- },
514
- {
515
- "Model": "mixedbread-ai/mxbai-embed-large-v1",
516
- "Revision": "main",
517
- "Precision": "f16",
518
- "Task": "Retriever",
519
- "Average Score": 5.82,
520
- "Context Length": 512.0,
521
- "Embedding Dimension": 1024,
522
- "Model Size (MB)": 639.23,
523
- "Number of Parameters (Billions)": 0.335,
524
- "Web Search Dataset": 7.35,
525
- "Islamic Knowledge Dataset": 4.29,
526
- "Downloads Last Month": "2519462",
527
- "Num Likes": "709",
528
- "License": "apache-2.0"
529
- },
530
- {
531
- "Model": "Alibaba-NLP/gme-Qwen2-VL-2B-Instruct",
532
- "Revision": "main",
533
- "Precision": "f32",
534
- "Task": "Retriever",
535
- "Average Score": 24.19,
536
- "Context Length": 32768.0,
537
- "Embedding Dimension": 1536,
538
- "Model Size (MB)": 5888.8,
539
- "Number of Parameters (Billions)": 1.544,
540
- "Web Search Dataset": 28.58,
541
- "Islamic Knowledge Dataset": 19.79,
542
- "Downloads Last Month": "15870",
543
- "Num Likes": "98",
544
- "License": "apache-2.0"
545
- },
546
- {
547
- "Model": "sentence-transformers/LaBSE",
548
- "Revision": "main",
549
- "Precision": "i64",
550
- "Task": "Retriever",
551
- "Average Score": 39.5,
552
- "Context Length": 256.0,
553
- "Embedding Dimension": 768,
554
- "Model Size (MB)": 1798.7,
555
- "Number of Parameters (Billions)": 0.472,
556
- "Web Search Dataset": 53.9,
557
- "Islamic Knowledge Dataset": 25.1,
558
- "Downloads Last Month": "749807",
559
- "Num Likes": "301",
560
- "License": "apache-2.0"
561
- },
562
- {
563
- "Model": "AhmedZaky1/arabic-bert-nli-matryoshka",
564
- "Revision": "main",
565
- "Precision": "f32",
566
- "Task": "Retriever",
567
- "Average Score": 43.45,
568
- "Context Length": 75.0,
569
- "Embedding Dimension": 768,
570
- "Model Size (MB)": 515.72,
571
- "Number of Parameters (Billions)": 0.135,
572
- "Web Search Dataset": 42.35,
573
- "Islamic Knowledge Dataset": 44.55,
574
- "Downloads Last Month": "9",
575
- "Num Likes": "4",
576
- "License": "apache-2.0"
577
- },
578
- {
579
- "Model": "mohamed2811/Muffakir_Embedding_V2",
580
- "Revision": "main",
581
- "Precision": "f32",
582
- "Task": "Retriever",
583
- "Average Score": 65.73,
584
- "Context Length": 8192.0,
585
- "Embedding Dimension": 1024,
586
- "Model Size (MB)": 1381.55,
587
- "Number of Parameters (Billions)": 0.362,
588
- "Web Search Dataset": 77.33,
589
- "Islamic Knowledge Dataset": 54.12,
590
- "Downloads Last Month": "430",
591
- "Num Likes": "5",
592
- "License": "None"
593
- },
594
- {
595
- "Model": "AhmedZaky1/arabic-bert-sts-matryoshka",
596
- "Revision": "main",
597
- "Precision": "f32",
598
- "Task": "Retriever",
599
- "Average Score": 49.95,
600
- "Context Length": 512.0,
601
- "Embedding Dimension": 768,
602
- "Model Size (MB)": 515.72,
603
- "Number of Parameters (Billions)": 0.135,
604
- "Web Search Dataset": 50.63,
605
- "Islamic Knowledge Dataset": 49.26,
606
- "Downloads Last Month": "8",
607
- "Num Likes": "1",
608
- "License": "None"
609
- },
610
- {
611
- "Model": "Abdelkareem/zaraah_jina_v3_64D",
612
- "Revision": "main",
613
- "Precision": "f32",
614
- "Task": "Retriever",
615
- "Average Score": 24.88,
616
- "Context Length": "N/A",
617
- "Embedding Dimension": 64,
618
- "Model Size (MB)": 61.03,
619
- "Number of Parameters (Billions)": 0.016,
620
- "Web Search Dataset": 30.84,
621
- "Islamic Knowledge Dataset": 18.92,
622
- "Downloads Last Month": "N/A",
623
- "Num Likes": "N/A",
624
- "License": "N/A"
625
- },
626
- {
627
- "Model": "Abdelkareem/zaraah_jina_v3",
628
- "Revision": "main",
629
- "Precision": "f32",
630
- "Task": "Retriever",
631
- "Average Score": 36.84,
632
- "Context Length": "N/A",
633
- "Embedding Dimension": 256,
634
- "Model Size (MB)": 244.14,
635
- "Number of Parameters (Billions)": 0.064,
636
- "Web Search Dataset": 45.2,
637
- "Islamic Knowledge Dataset": 28.49,
638
- "Downloads Last Month": "6",
639
- "Num Likes": "2",
640
- "License": "mit"
641
- },
642
- {
643
- "Model": "AhmedZaky1/dimi-sts-matryoshka-arabic-v2",
644
- "Revision": "main",
645
- "Precision": "f32",
646
- "Task": "Retriever",
647
- "Average Score": 49.66,
648
- "Context Length": 512.0,
649
- "Embedding Dimension": 768,
650
- "Model Size (MB)": 515.72,
651
- "Number of Parameters (Billions)": 0.135,
652
- "Web Search Dataset": 50.27,
653
- "Islamic Knowledge Dataset": 49.05,
654
- "Downloads Last Month": "N/A",
655
- "Num Likes": "N/A",
656
- "License": "N/A"
657
- },
658
- {
659
- "Model": "Abdelkareem/zaraah_jina_v3_32D",
660
- "Revision": "main",
661
- "Precision": "f32",
662
- "Task": "Retriever",
663
- "Average Score": 16.62,
664
- "Context Length": "N/A",
665
- "Embedding Dimension": 32,
666
- "Model Size (MB)": 30.52,
667
- "Number of Parameters (Billions)": 0.008,
668
- "Web Search Dataset": 19.77,
669
- "Islamic Knowledge Dataset": 13.47,
670
- "Downloads Last Month": "N/A",
671
- "Num Likes": "N/A",
672
- "License": "N/A"
673
- },
674
- {
675
- "Model": "AhmedZaky1/DIMI-embedding-v2",
676
- "Revision": "main",
677
- "Precision": "f32",
678
- "Task": "Retriever",
679
- "Average Score": 58.66,
680
- "Context Length": 8192.0,
681
- "Embedding Dimension": 768,
682
- "Model Size (MB)": 1164.89,
683
- "Number of Parameters (Billions)": 0.305,
684
- "Web Search Dataset": 74.79,
685
- "Islamic Knowledge Dataset": 42.53,
686
- "Downloads Last Month": "9",
687
- "Num Likes": "0",
688
- "License": "None"
689
- },
690
- {
691
- "Model": "jinaai/jina-colbert-v2",
692
- "Revision": "main",
693
- "Precision": "bf16",
694
- "Task": "Retriever",
695
- "Average Score": 44.73,
696
- "Context Length": 8194.0,
697
- "Embedding Dimension": 1024,
698
- "Model Size (MB)": 1066.91,
699
- "Number of Parameters (Billions)": 0.559,
700
- "Web Search Dataset": 61.23,
701
- "Islamic Knowledge Dataset": 28.23,
702
- "Downloads Last Month": "46007",
703
- "Num Likes": "127",
704
- "License": "cc-by-nc-4.0"
705
- },
706
- {
707
- "Model": "AhmedZaky1/DIMI-embedding-v4",
708
- "Revision": "main",
709
- "Precision": "f32",
710
- "Task": "Retriever",
711
- "Average Score": 58.21,
712
- "Context Length": 8192.0,
713
- "Embedding Dimension": 768,
714
- "Model Size (MB)": 1164.89,
715
- "Number of Parameters (Billions)": 0.305,
716
- "Web Search Dataset": 76.06,
717
- "Islamic Knowledge Dataset": 40.36,
718
- "Downloads Last Month": "276",
719
- "Num Likes": "4",
720
- "License": "None"
721
- },
722
- {
723
- "Model": "Qwen/Qwen3-Embedding-0.6B",
724
- "Revision": "main",
725
- "Precision": "bf16",
726
- "Task": "Retriever",
727
- "Average Score": 36.42,
728
- "Context Length": 32768.0,
729
- "Embedding Dimension": 1024,
730
- "Model Size (MB)": 1136.35,
731
- "Number of Parameters (Billions)": 0.596,
732
- "Web Search Dataset": 38.89,
733
- "Islamic Knowledge Dataset": 33.96,
734
- "Downloads Last Month": "3311960",
735
- "Num Likes": "495",
736
- "License": "apache-2.0"
737
- },
738
- {
739
- "Model": "Abdelkareem/abjd",
740
- "Revision": "main",
741
- "Precision": "f32",
742
- "Task": "Retriever",
743
- "Average Score": 46.43,
744
- "Context Length": 512.0,
745
- "Embedding Dimension": 1024,
746
- "Model Size (MB)": 1672.62,
747
- "Number of Parameters (Billions)": 0.438,
748
- "Web Search Dataset": 59.33,
749
- "Islamic Knowledge Dataset": 33.54,
750
- "Downloads Last Month": "6",
751
- "Num Likes": "0",
752
- "License": "None"
753
- },
754
- {
755
- "Model": "Abdelkareem/ara-qwen3-18",
756
- "Revision": "main",
757
- "Precision": "f32",
758
- "Task": "Retriever",
759
- "Average Score": 46.43,
760
- "Context Length": 512.0,
761
- "Embedding Dimension": 1024,
762
- "Model Size (MB)": 1672.62,
763
- "Number of Parameters (Billions)": 0.438,
764
- "Web Search Dataset": 59.33,
765
- "Islamic Knowledge Dataset": 33.54,
766
- "Downloads Last Month": "6",
767
- "Num Likes": "0",
768
- "License": "None"
769
- },
770
- {
771
- "Model": "jinaai/jina-embeddings-v4",
772
- "Revision": "main",
773
- "Precision": "bf16",
774
- "Task": "Retriever",
775
- "Average Score": 74.06,
776
- "Context Length": 8192.0,
777
- "Embedding Dimension": "N/A",
778
- "Model Size (MB)": 7504.84,
779
- "Number of Parameters (Billions)": 3.935,
780
- "Web Search Dataset": 83.01,
781
- "Islamic Knowledge Dataset": 65.11,
782
- "Downloads Last Month": "105668",
783
- "Num Likes": "317",
784
- "License": "None"
785
- },
786
- {
787
- "Model": "Omartificial-Intelligence-Space/Semantic-Ar-Qwen-Embed-0.6B",
788
- "Revision": "main",
789
- "Precision": "f32",
790
- "Task": "Retriever",
791
- "Average Score": 39.03,
792
- "Context Length": 32768,
793
- "Embedding Dimension": 1024,
794
- "Model Size (MB)": 2272.71,
795
- "Number of Parameters (Billions)": 0.596,
796
- "Web Search Dataset": 51.38,
797
- "Islamic Knowledge Dataset": 26.67,
798
- "Downloads Last Month": "147",
799
- "Num Likes": "4",
800
- "License": "apache-2.0"
801
- },
802
- {
803
- "Model": "RamzyBakir/arabic-gte-multilingual-base-100k",
804
- "Revision": "main",
805
- "Precision": "f32",
806
- "Task": "Retriever",
807
- "Average Score": 60.93,
808
- "Context Length": 8192,
809
- "Embedding Dimension": 768,
810
- "Model Size (MB)": 1164.89,
811
- "Number of Parameters (Billions)": 0.305,
812
- "Web Search Dataset": 79.09,
813
- "Islamic Knowledge Dataset": 42.76,
814
- "Downloads Last Month": "13",
815
- "Num Likes": "0",
816
- "License": "apache-2.0"
817
- },
818
- {
819
- "Model": "RamzyBakir/arabic-gte-multilingual-base-200k-lora",
820
- "Revision": "main",
821
- "Precision": "f32",
822
- "Task": "Retriever",
823
- "Average Score": 61.27,
824
- "Context Length": 8192,
825
- "Embedding Dimension": 768,
826
- "Model Size (MB)": 1166.01,
827
- "Number of Parameters (Billions)": 0.306,
828
- "Web Search Dataset": 78.79,
829
- "Islamic Knowledge Dataset": 43.75,
830
- "Downloads Last Month": "0",
831
- "Num Likes": "0",
832
- "License": "apache-2.0"
833
- },
834
- {
835
- "Model": "sentence-transformers/paraphrase-multilingual-MiniLM-L12-v2",
836
- "Revision": "main",
837
- "Precision": "i64",
838
- "Task": "Retriever",
839
- "Average Score": 31.02,
840
- "Context Length": 128,
841
- "Embedding Dimension": 384,
842
- "Model Size (MB)": 448.81,
843
- "Number of Parameters (Billions)": 0.118,
844
- "Web Search Dataset": 49.65,
845
- "Islamic Knowledge Dataset": 12.39,
846
- "Downloads Last Month": "11207464",
847
- "Num Likes": "974",
848
- "License": "apache-2.0"
849
- }
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
850
  ]
 
1
+ [
2
+ {
3
+ "Model": "Alibaba-NLP/gte-multilingual-base",
4
+ "Revision": "main",
5
+ "Precision": "f16",
6
+ "Task": "Retriever",
7
+ "Average Score": 61.02,
8
+ "Context Length": 8192.0,
9
+ "Embedding Dimension": 768,
10
+ "Model Size (MB)": 582.44,
11
+ "Number of Parameters (Billions)": 0.305,
12
+ "Web Search Dataset": 80.2,
13
+ "Islamic Knowledge Dataset": 41.84,
14
+ "Downloads Last Month": "1171875",
15
+ "Num Likes": "305",
16
+ "License": "apache-2.0"
17
+ },
18
+ {
19
+ "Model": "NAMAA-Space/AraModernBert-Base-STS",
20
+ "Revision": "main",
21
+ "Precision": "f32",
22
+ "Task": "Retriever",
23
+ "Average Score": 49.99,
24
+ "Context Length": 512.0,
25
+ "Embedding Dimension": 768,
26
+ "Model Size (MB)": 568.19,
27
+ "Number of Parameters (Billions)": 0.149,
28
+ "Web Search Dataset": 37.9,
29
+ "Islamic Knowledge Dataset": 62.08,
30
+ "Downloads Last Month": "73",
31
+ "Num Likes": "5",
32
+ "License": "apache-2.0"
33
+ },
34
+ {
35
+ "Model": "Omartificial-Intelligence-Space/Arabert-all-nli-triplet-Matryoshka",
36
+ "Revision": "main",
37
+ "Precision": "f32",
38
+ "Task": "Retriever",
39
+ "Average Score": 42.54,
40
+ "Context Length": 512.0,
41
+ "Embedding Dimension": 768,
42
+ "Model Size (MB)": 515.72,
43
+ "Number of Parameters (Billions)": 0.135,
44
+ "Web Search Dataset": 44.49,
45
+ "Islamic Knowledge Dataset": 40.59,
46
+ "Downloads Last Month": "45659",
47
+ "Num Likes": "11",
48
+ "License": "apache-2.0"
49
+ },
50
+ {
51
+ "Model": "Omartificial-Intelligence-Space/Arabic-Triplet-Matryoshka-V2",
52
+ "Revision": "main",
53
+ "Precision": "f32",
54
+ "Task": "Retriever",
55
+ "Average Score": 55.14,
56
+ "Context Length": 512.0,
57
+ "Embedding Dimension": 768,
58
+ "Model Size (MB)": 515.72,
59
+ "Number of Parameters (Billions)": 0.135,
60
+ "Web Search Dataset": 50.93,
61
+ "Islamic Knowledge Dataset": 59.35,
62
+ "Downloads Last Month": "2165",
63
+ "Num Likes": "11",
64
+ "License": "apache-2.0"
65
+ },
66
+ {
67
+ "Model": "Omartificial-Intelligence-Space/GATE-AraBert-v1",
68
+ "Revision": "main",
69
+ "Precision": "f16",
70
+ "Task": "Retriever",
71
+ "Average Score": 53.53,
72
+ "Context Length": 512.0,
73
+ "Embedding Dimension": 768,
74
+ "Model Size (MB)": 257.86,
75
+ "Number of Parameters (Billions)": 0.135,
76
+ "Web Search Dataset": 50.97,
77
+ "Islamic Knowledge Dataset": 56.09,
78
+ "Downloads Last Month": "7542",
79
+ "Num Likes": "14",
80
+ "License": "apache-2.0"
81
+ },
82
+ {
83
+ "Model": "mohamed2811/Muffakir_Embedding",
84
+ "Revision": "main",
85
+ "Precision": "f32",
86
+ "Task": "Retriever",
87
+ "Average Score": 60.03,
88
+ "Context Length": 512.0,
89
+ "Embedding Dimension": 768,
90
+ "Model Size (MB)": 515.72,
91
+ "Number of Parameters (Billions)": 0.135,
92
+ "Web Search Dataset": 54.5,
93
+ "Islamic Knowledge Dataset": 65.56,
94
+ "Downloads Last Month": "20",
95
+ "Num Likes": "3",
96
+ "License": "None"
97
+ },
98
+ {
99
+ "Model": "omarelshehy/Arabic-STS-Matryoshka-V2",
100
+ "Revision": "main",
101
+ "Precision": "f16",
102
+ "Task": "Retriever",
103
+ "Average Score": 52.38,
104
+ "Context Length": 512.0,
105
+ "Embedding Dimension": 768,
106
+ "Model Size (MB)": 257.86,
107
+ "Number of Parameters (Billions)": 0.135,
108
+ "Web Search Dataset": 47.25,
109
+ "Islamic Knowledge Dataset": 57.5,
110
+ "Downloads Last Month": "201",
111
+ "Num Likes": "1",
112
+ "License": "None"
113
+ },
114
+ {
115
+ "Model": "Omartificial-Intelligence-Space/Arabic-MiniLM-L12-v2-all-nli-triplet",
116
+ "Revision": "main",
117
+ "Precision": "f32",
118
+ "Task": "Retriever",
119
+ "Average Score": 38.89,
120
+ "Context Length": 128.0,
121
+ "Embedding Dimension": 384,
122
+ "Model Size (MB)": 448.81,
123
+ "Number of Parameters (Billions)": 0.118,
124
+ "Web Search Dataset": 52.51,
125
+ "Islamic Knowledge Dataset": 25.27,
126
+ "Downloads Last Month": "39",
127
+ "Num Likes": "4",
128
+ "License": "apache-2.0"
129
+ },
130
+ {
131
+ "Model": "Omartificial-Intelligence-Space/Arabic-labse-Matryoshka",
132
+ "Revision": "main",
133
+ "Precision": "f32",
134
+ "Task": "Retriever",
135
+ "Average Score": 45.54,
136
+ "Context Length": 256.0,
137
+ "Embedding Dimension": 768,
138
+ "Model Size (MB)": 1798.7,
139
+ "Number of Parameters (Billions)": 0.472,
140
+ "Web Search Dataset": 64.09,
141
+ "Islamic Knowledge Dataset": 26.99,
142
+ "Downloads Last Month": "53",
143
+ "Num Likes": "3",
144
+ "License": "apache-2.0"
145
+ },
146
+ {
147
+ "Model": "intfloat/multilingual-e5-large-instruct",
148
+ "Revision": "main",
149
+ "Precision": "f16",
150
+ "Task": "Retriever",
151
+ "Average Score": 64.75,
152
+ "Context Length": 512.0,
153
+ "Embedding Dimension": 1024,
154
+ "Model Size (MB)": 1067.91,
155
+ "Number of Parameters (Billions)": 0.56,
156
+ "Web Search Dataset": 70.35,
157
+ "Islamic Knowledge Dataset": 59.15,
158
+ "Downloads Last Month": "1898402",
159
+ "Num Likes": "554",
160
+ "License": "mit"
161
+ },
162
+ {
163
+ "Model": "omarelshehy/Arabic-Retrieval-v1.0",
164
+ "Revision": "main",
165
+ "Precision": "f32",
166
+ "Task": "Retriever",
167
+ "Average Score": 62.82,
168
+ "Context Length": 512.0,
169
+ "Embedding Dimension": 768,
170
+ "Model Size (MB)": 515.73,
171
+ "Number of Parameters (Billions)": 0.135,
172
+ "Web Search Dataset": 61.19,
173
+ "Islamic Knowledge Dataset": 64.46,
174
+ "Downloads Last Month": "863",
175
+ "Num Likes": "5",
176
+ "License": "apache-2.0"
177
+ },
178
+ {
179
+ "Model": "omarelshehy/Arabic-STS-Matryoshka-V2",
180
+ "Revision": "main",
181
+ "Precision": "f32",
182
+ "Task": "Retriever",
183
+ "Average Score": 52.38,
184
+ "Context Length": 512.0,
185
+ "Embedding Dimension": 768,
186
+ "Model Size (MB)": 515.72,
187
+ "Number of Parameters (Billions)": 0.135,
188
+ "Web Search Dataset": 47.25,
189
+ "Islamic Knowledge Dataset": 57.51,
190
+ "Downloads Last Month": "201",
191
+ "Num Likes": "1",
192
+ "License": "None"
193
+ },
194
+ {
195
+ "Model": "omarelshehy/Arabic-STS-Matryoshka",
196
+ "Revision": "main",
197
+ "Precision": "f32",
198
+ "Task": "Retriever",
199
+ "Average Score": 59.96,
200
+ "Context Length": 512.0,
201
+ "Embedding Dimension": 1024,
202
+ "Model Size (MB)": 2135.81,
203
+ "Number of Parameters (Billions)": 0.56,
204
+ "Web Search Dataset": 69.35,
205
+ "Islamic Knowledge Dataset": 50.58,
206
+ "Downloads Last Month": "117",
207
+ "Num Likes": "2",
208
+ "License": "apache-2.0"
209
+ },
210
+ {
211
+ "Model": "omarelshehy/arabic-english-sts-matryoshka-v2.0",
212
+ "Revision": "main",
213
+ "Precision": "f32",
214
+ "Task": "Retriever",
215
+ "Average Score": 49.72,
216
+ "Context Length": 512.0,
217
+ "Embedding Dimension": 1024,
218
+ "Model Size (MB)": 2135.81,
219
+ "Number of Parameters (Billions)": 0.56,
220
+ "Web Search Dataset": 62.78,
221
+ "Islamic Knowledge Dataset": 36.66,
222
+ "Downloads Last Month": "480",
223
+ "Num Likes": "3",
224
+ "License": "None"
225
+ },
226
+ {
227
+ "Model": "omarelshehy/arabic-english-sts-matryoshka",
228
+ "Revision": "main",
229
+ "Precision": "f32",
230
+ "Task": "Retriever",
231
+ "Average Score": 45.5,
232
+ "Context Length": 512.0,
233
+ "Embedding Dimension": 1024,
234
+ "Model Size (MB)": 2135.81,
235
+ "Number of Parameters (Billions)": 0.56,
236
+ "Web Search Dataset": 58.32,
237
+ "Islamic Knowledge Dataset": 32.69,
238
+ "Downloads Last Month": "52",
239
+ "Num Likes": "0",
240
+ "License": "apache-2.0"
241
+ },
242
+ {
243
+ "Model": "silma-ai/silma-embeddding-matryoshka-v0.1",
244
+ "Revision": "main",
245
+ "Precision": "f32",
246
+ "Task": "Retriever",
247
+ "Average Score": 48.97,
248
+ "Context Length": 512.0,
249
+ "Embedding Dimension": 768,
250
+ "Model Size (MB)": 515.72,
251
+ "Number of Parameters (Billions)": 0.135,
252
+ "Web Search Dataset": 52.46,
253
+ "Islamic Knowledge Dataset": 45.48,
254
+ "Downloads Last Month": "78",
255
+ "Num Likes": "12",
256
+ "License": "apache-2.0"
257
+ },
258
+ {
259
+ "Model": "silma-ai/silma-embeddding-sts-v0.1",
260
+ "Revision": "main",
261
+ "Precision": "f32",
262
+ "Task": "Retriever",
263
+ "Average Score": 52.6,
264
+ "Context Length": 512.0,
265
+ "Embedding Dimension": 768,
266
+ "Model Size (MB)": 515.72,
267
+ "Number of Parameters (Billions)": 0.135,
268
+ "Web Search Dataset": 53.99,
269
+ "Islamic Knowledge Dataset": 51.22,
270
+ "Downloads Last Month": "166",
271
+ "Num Likes": "4",
272
+ "License": "apache-2.0"
273
+ },
274
+ {
275
+ "Model": "nomic-ai/nomic-embed-text-v2-moe",
276
+ "Revision": "main",
277
+ "Precision": "f32",
278
+ "Task": "Retriever",
279
+ "Average Score": 66.79,
280
+ "Context Length": 512.0,
281
+ "Embedding Dimension": 768,
282
+ "Model Size (MB)": 1813.1,
283
+ "Number of Parameters (Billions)": 0.475,
284
+ "Web Search Dataset": 79.35,
285
+ "Islamic Knowledge Dataset": 54.22,
286
+ "Downloads Last Month": "266877",
287
+ "Num Likes": "428",
288
+ "License": "apache-2.0"
289
+ },
290
+ {
291
+ "Model": "Snowflake/snowflake-arctic-embed-m-v2.0",
292
+ "Revision": "95c2741480856aa9666782eb4afe11959938017f",
293
+ "Precision": "f32",
294
+ "Task": "Retriever",
295
+ "Average Score": 53.3,
296
+ "Context Length": 8192.0,
297
+ "Embedding Dimension": 768,
298
+ "Model Size (MB)": 1164.89,
299
+ "Number of Parameters (Billions)": 0.305,
300
+ "Web Search Dataset": 69.75,
301
+ "Islamic Knowledge Dataset": 36.86,
302
+ "Downloads Last Month": "128287",
303
+ "Num Likes": "88",
304
+ "License": "apache-2.0"
305
+ },
306
+ {
307
+ "Model": "ibm-granite/granite-embedding-107m-multilingual",
308
+ "Revision": "5c793ec061753b0d0816865e1af7db3f675d65af",
309
+ "Precision": "bf16",
310
+ "Task": "Retriever",
311
+ "Average Score": 48.34,
312
+ "Context Length": 512.0,
313
+ "Embedding Dimension": 384,
314
+ "Model Size (MB)": 204.08,
315
+ "Number of Parameters (Billions)": 0.107,
316
+ "Web Search Dataset": 67.74,
317
+ "Islamic Knowledge Dataset": 28.94,
318
+ "Downloads Last Month": "15450",
319
+ "Num Likes": "29",
320
+ "License": "apache-2.0"
321
+ },
322
+ {
323
+ "Model": "ibm-granite/granite-embedding-278m-multilingual",
324
+ "Revision": "6ecb2d4c423c03f21c3a511f4227ee7d10d0facd",
325
+ "Precision": "bf16",
326
+ "Task": "Retriever",
327
+ "Average Score": 51.69,
328
+ "Context Length": 512.0,
329
+ "Embedding Dimension": 768,
330
+ "Model Size (MB)": 530.33,
331
+ "Number of Parameters (Billions)": 0.278,
332
+ "Web Search Dataset": 70.91,
333
+ "Islamic Knowledge Dataset": 32.46,
334
+ "Downloads Last Month": "44590",
335
+ "Num Likes": "54",
336
+ "License": "apache-2.0"
337
+ },
338
+ {
339
+ "Model": "Snowflake/snowflake-arctic-embed-l-v2.0",
340
+ "Revision": "dcf86e284785c825570c5fd512ddd682b386fa3d",
341
+ "Precision": "f32",
342
+ "Task": "Retriever",
343
+ "Average Score": 68.42,
344
+ "Context Length": 8192.0,
345
+ "Embedding Dimension": 1024,
346
+ "Model Size (MB)": 2165.81,
347
+ "Number of Parameters (Billions)": 0.568,
348
+ "Web Search Dataset": 78.96,
349
+ "Islamic Knowledge Dataset": 57.88,
350
+ "Downloads Last Month": "236244",
351
+ "Num Likes": "197",
352
+ "License": "apache-2.0"
353
+ },
354
+ {
355
+ "Model": "ibm-granite/granite-embedding-278m-multilingual",
356
+ "Revision": "main",
357
+ "Precision": "bf16",
358
+ "Task": "Retriever",
359
+ "Average Score": 51.67,
360
+ "Context Length": 512.0,
361
+ "Embedding Dimension": 768,
362
+ "Model Size (MB)": 530.33,
363
+ "Number of Parameters (Billions)": 0.278,
364
+ "Web Search Dataset": 70.84,
365
+ "Islamic Knowledge Dataset": 32.49,
366
+ "Downloads Last Month": "44590",
367
+ "Num Likes": "54",
368
+ "License": "apache-2.0"
369
+ },
370
+ {
371
+ "Model": "intfloat/multilingual-e5-base",
372
+ "Revision": "main",
373
+ "Precision": "i64",
374
+ "Task": "Retriever",
375
+ "Average Score": 52.54,
376
+ "Context Length": 512.0,
377
+ "Embedding Dimension": 768,
378
+ "Model Size (MB)": 1060.65,
379
+ "Number of Parameters (Billions)": 0.278,
380
+ "Web Search Dataset": 61.43,
381
+ "Islamic Knowledge Dataset": 43.65,
382
+ "Downloads Last Month": "1468738",
383
+ "Num Likes": "300",
384
+ "License": "mit"
385
+ },
386
+ {
387
+ "Model": "jinaai/jina-embeddings-v3",
388
+ "Revision": "main",
389
+ "Precision": "bf16",
390
+ "Task": "Retriever",
391
+ "Average Score": 72.86,
392
+ "Context Length": 8194.0,
393
+ "Embedding Dimension": 1024,
394
+ "Model Size (MB)": 1091.6,
395
+ "Number of Parameters (Billions)": 0.572,
396
+ "Web Search Dataset": 83.38,
397
+ "Islamic Knowledge Dataset": 62.33,
398
+ "Downloads Last Month": "4073551",
399
+ "Num Likes": "1057",
400
+ "License": "cc-by-nc-4.0"
401
+ },
402
+ {
403
+ "Model": "sayed0am/arabic-english-bge-m3",
404
+ "Revision": "main",
405
+ "Precision": "f32",
406
+ "Task": "Retriever",
407
+ "Average Score": 70.93,
408
+ "Context Length": 8192.0,
409
+ "Embedding Dimension": 1024,
410
+ "Model Size (MB)": 1381.55,
411
+ "Number of Parameters (Billions)": 0.362,
412
+ "Web Search Dataset": 84.21,
413
+ "Islamic Knowledge Dataset": 57.64,
414
+ "Downloads Last Month": "1151",
415
+ "Num Likes": "6",
416
+ "License": "mit"
417
+ },
418
+ {
419
+ "Model": "metga97/Modern-EgyBert-Base",
420
+ "Revision": "main",
421
+ "Precision": "f32",
422
+ "Task": "Retriever",
423
+ "Average Score": 8.5,
424
+ "Context Length": 8192.0,
425
+ "Embedding Dimension": 768,
426
+ "Model Size (MB)": 608.38,
427
+ "Number of Parameters (Billions)": 0.159,
428
+ "Web Search Dataset": 10.86,
429
+ "Islamic Knowledge Dataset": 6.14,
430
+ "Downloads Last Month": "2",
431
+ "Num Likes": "9",
432
+ "License": "None"
433
+ },
434
+ {
435
+ "Model": "metga97/Modern-EgyBert-Embedding",
436
+ "Revision": "main",
437
+ "Precision": "f32",
438
+ "Task": "Retriever",
439
+ "Average Score": 8.5,
440
+ "Context Length": 8192.0,
441
+ "Embedding Dimension": 768,
442
+ "Model Size (MB)": 608.38,
443
+ "Number of Parameters (Billions)": 0.159,
444
+ "Web Search Dataset": 10.86,
445
+ "Islamic Knowledge Dataset": 6.14,
446
+ "Downloads Last Month": "1",
447
+ "Num Likes": "4",
448
+ "License": "None"
449
+ },
450
+ {
451
+ "Model": "sentence-transformers/all-MiniLM-L6-v2",
452
+ "Revision": "main",
453
+ "Precision": "i64",
454
+ "Task": "Retriever",
455
+ "Average Score": 5.5,
456
+ "Context Length": 256.0,
457
+ "Embedding Dimension": 384,
458
+ "Model Size (MB)": 86.64,
459
+ "Number of Parameters (Billions)": 0.023,
460
+ "Web Search Dataset": 6.43,
461
+ "Islamic Knowledge Dataset": 4.57,
462
+ "Downloads Last Month": "90715937",
463
+ "Num Likes": "3836",
464
+ "License": "apache-2.0"
465
+ },
466
+ {
467
+ "Model": "sentence-transformers/all-mpnet-base-v2",
468
+ "Revision": "main",
469
+ "Precision": "i64",
470
+ "Task": "Retriever",
471
+ "Average Score": 6.79,
472
+ "Context Length": 384.0,
473
+ "Embedding Dimension": 768,
474
+ "Model Size (MB)": 417.66,
475
+ "Number of Parameters (Billions)": 0.109,
476
+ "Web Search Dataset": 8.88,
477
+ "Islamic Knowledge Dataset": 4.69,
478
+ "Downloads Last Month": "17398782",
479
+ "Num Likes": "1145",
480
+ "License": "apache-2.0"
481
+ },
482
+ {
483
+ "Model": "ALJIACHI/bte-base-ar",
484
+ "Revision": "main",
485
+ "Precision": "f32",
486
+ "Task": "Retriever",
487
+ "Average Score": 46.53,
488
+ "Context Length": 8192.0,
489
+ "Embedding Dimension": 768,
490
+ "Model Size (MB)": 568.19,
491
+ "Number of Parameters (Billions)": 0.149,
492
+ "Web Search Dataset": 38.98,
493
+ "Islamic Knowledge Dataset": 54.08,
494
+ "Downloads Last Month": "4",
495
+ "Num Likes": "0",
496
+ "License": "mit"
497
+ },
498
+ {
499
+ "Model": "OmarAlsaabi/e5-base-mlqa-finetuned-arabic-for-rag",
500
+ "Revision": "main",
501
+ "Precision": "f32",
502
+ "Task": "Retriever",
503
+ "Average Score": 56.54,
504
+ "Context Length": 512.0,
505
+ "Embedding Dimension": 768,
506
+ "Model Size (MB)": 1060.65,
507
+ "Number of Parameters (Billions)": 0.278,
508
+ "Web Search Dataset": 67.28,
509
+ "Islamic Knowledge Dataset": 45.79,
510
+ "Downloads Last Month": "48",
511
+ "Num Likes": "5",
512
+ "License": "None"
513
+ },
514
+ {
515
+ "Model": "mixedbread-ai/mxbai-embed-large-v1",
516
+ "Revision": "main",
517
+ "Precision": "f16",
518
+ "Task": "Retriever",
519
+ "Average Score": 5.82,
520
+ "Context Length": 512.0,
521
+ "Embedding Dimension": 1024,
522
+ "Model Size (MB)": 639.23,
523
+ "Number of Parameters (Billions)": 0.335,
524
+ "Web Search Dataset": 7.35,
525
+ "Islamic Knowledge Dataset": 4.29,
526
+ "Downloads Last Month": "2286678",
527
+ "Num Likes": "718",
528
+ "License": "apache-2.0"
529
+ },
530
+ {
531
+ "Model": "Alibaba-NLP/gme-Qwen2-VL-2B-Instruct",
532
+ "Revision": "main",
533
+ "Precision": "f32",
534
+ "Task": "Retriever",
535
+ "Average Score": 24.19,
536
+ "Context Length": 32768.0,
537
+ "Embedding Dimension": 1536,
538
+ "Model Size (MB)": 5888.8,
539
+ "Number of Parameters (Billions)": 1.544,
540
+ "Web Search Dataset": 28.58,
541
+ "Islamic Knowledge Dataset": 19.79,
542
+ "Downloads Last Month": "17756",
543
+ "Num Likes": "100",
544
+ "License": "apache-2.0"
545
+ },
546
+ {
547
+ "Model": "sentence-transformers/LaBSE",
548
+ "Revision": "main",
549
+ "Precision": "i64",
550
+ "Task": "Retriever",
551
+ "Average Score": 39.5,
552
+ "Context Length": 256.0,
553
+ "Embedding Dimension": 768,
554
+ "Model Size (MB)": 1798.7,
555
+ "Number of Parameters (Billions)": 0.472,
556
+ "Web Search Dataset": 53.9,
557
+ "Islamic Knowledge Dataset": 25.1,
558
+ "Downloads Last Month": "497490",
559
+ "Num Likes": "305",
560
+ "License": "apache-2.0"
561
+ },
562
+ {
563
+ "Model": "AhmedZaky1/arabic-bert-nli-matryoshka",
564
+ "Revision": "main",
565
+ "Precision": "f32",
566
+ "Task": "Retriever",
567
+ "Average Score": 43.45,
568
+ "Context Length": 75.0,
569
+ "Embedding Dimension": 768,
570
+ "Model Size (MB)": 515.72,
571
+ "Number of Parameters (Billions)": 0.135,
572
+ "Web Search Dataset": 42.35,
573
+ "Islamic Knowledge Dataset": 44.55,
574
+ "Downloads Last Month": "6",
575
+ "Num Likes": "4",
576
+ "License": "apache-2.0"
577
+ },
578
+ {
579
+ "Model": "mohamed2811/Muffakir_Embedding_V2",
580
+ "Revision": "main",
581
+ "Precision": "f32",
582
+ "Task": "Retriever",
583
+ "Average Score": 65.73,
584
+ "Context Length": 8192.0,
585
+ "Embedding Dimension": 1024,
586
+ "Model Size (MB)": 1381.55,
587
+ "Number of Parameters (Billions)": 0.362,
588
+ "Web Search Dataset": 77.33,
589
+ "Islamic Knowledge Dataset": 54.12,
590
+ "Downloads Last Month": "111",
591
+ "Num Likes": "5",
592
+ "License": "None"
593
+ },
594
+ {
595
+ "Model": "AhmedZaky1/arabic-bert-sts-matryoshka",
596
+ "Revision": "main",
597
+ "Precision": "f32",
598
+ "Task": "Retriever",
599
+ "Average Score": 49.95,
600
+ "Context Length": 512.0,
601
+ "Embedding Dimension": 768,
602
+ "Model Size (MB)": 515.72,
603
+ "Number of Parameters (Billions)": 0.135,
604
+ "Web Search Dataset": 50.63,
605
+ "Islamic Knowledge Dataset": 49.26,
606
+ "Downloads Last Month": "28",
607
+ "Num Likes": "1",
608
+ "License": "None"
609
+ },
610
+ {
611
+ "Model": "Abdelkareem/zaraah_jina_v3_64D",
612
+ "Revision": "main",
613
+ "Precision": "f32",
614
+ "Task": "Retriever",
615
+ "Average Score": 24.88,
616
+ "Context Length": "N/A",
617
+ "Embedding Dimension": 64,
618
+ "Model Size (MB)": 61.03,
619
+ "Number of Parameters (Billions)": 0.016,
620
+ "Web Search Dataset": 30.84,
621
+ "Islamic Knowledge Dataset": 18.92,
622
+ "Downloads Last Month": "N/A",
623
+ "Num Likes": "N/A",
624
+ "License": "N/A"
625
+ },
626
+ {
627
+ "Model": "Abdelkareem/zaraah_jina_v3",
628
+ "Revision": "main",
629
+ "Precision": "f32",
630
+ "Task": "Retriever",
631
+ "Average Score": 36.84,
632
+ "Context Length": "N/A",
633
+ "Embedding Dimension": 256,
634
+ "Model Size (MB)": 244.14,
635
+ "Number of Parameters (Billions)": 0.064,
636
+ "Web Search Dataset": 45.2,
637
+ "Islamic Knowledge Dataset": 28.49,
638
+ "Downloads Last Month": "6",
639
+ "Num Likes": "2",
640
+ "License": "mit"
641
+ },
642
+ {
643
+ "Model": "AhmedZaky1/dimi-sts-matryoshka-arabic-v2",
644
+ "Revision": "main",
645
+ "Precision": "f32",
646
+ "Task": "Retriever",
647
+ "Average Score": 49.66,
648
+ "Context Length": 512.0,
649
+ "Embedding Dimension": 768,
650
+ "Model Size (MB)": 515.72,
651
+ "Number of Parameters (Billions)": 0.135,
652
+ "Web Search Dataset": 50.27,
653
+ "Islamic Knowledge Dataset": 49.05,
654
+ "Downloads Last Month": "N/A",
655
+ "Num Likes": "N/A",
656
+ "License": "N/A"
657
+ },
658
+ {
659
+ "Model": "Abdelkareem/zaraah_jina_v3_32D",
660
+ "Revision": "main",
661
+ "Precision": "f32",
662
+ "Task": "Retriever",
663
+ "Average Score": 16.62,
664
+ "Context Length": "N/A",
665
+ "Embedding Dimension": 32,
666
+ "Model Size (MB)": 30.52,
667
+ "Number of Parameters (Billions)": 0.008,
668
+ "Web Search Dataset": 19.77,
669
+ "Islamic Knowledge Dataset": 13.47,
670
+ "Downloads Last Month": "N/A",
671
+ "Num Likes": "N/A",
672
+ "License": "N/A"
673
+ },
674
+ {
675
+ "Model": "AhmedZaky1/DIMI-embedding-v2",
676
+ "Revision": "main",
677
+ "Precision": "f32",
678
+ "Task": "Retriever",
679
+ "Average Score": 58.66,
680
+ "Context Length": 8192.0,
681
+ "Embedding Dimension": 768,
682
+ "Model Size (MB)": 1164.89,
683
+ "Number of Parameters (Billions)": 0.305,
684
+ "Web Search Dataset": 74.79,
685
+ "Islamic Knowledge Dataset": 42.53,
686
+ "Downloads Last Month": "23",
687
+ "Num Likes": "0",
688
+ "License": "None"
689
+ },
690
+ {
691
+ "Model": "jinaai/jina-colbert-v2",
692
+ "Revision": "main",
693
+ "Precision": "bf16",
694
+ "Task": "Retriever",
695
+ "Average Score": 44.73,
696
+ "Context Length": 8194.0,
697
+ "Embedding Dimension": 1024,
698
+ "Model Size (MB)": 1066.91,
699
+ "Number of Parameters (Billions)": 0.559,
700
+ "Web Search Dataset": 61.23,
701
+ "Islamic Knowledge Dataset": 28.23,
702
+ "Downloads Last Month": "60679",
703
+ "Num Likes": "130",
704
+ "License": "cc-by-nc-4.0"
705
+ },
706
+ {
707
+ "Model": "AhmedZaky1/DIMI-embedding-v4",
708
+ "Revision": "main",
709
+ "Precision": "f32",
710
+ "Task": "Retriever",
711
+ "Average Score": 58.21,
712
+ "Context Length": 8192.0,
713
+ "Embedding Dimension": 768,
714
+ "Model Size (MB)": 1164.89,
715
+ "Number of Parameters (Billions)": 0.305,
716
+ "Web Search Dataset": 76.06,
717
+ "Islamic Knowledge Dataset": 40.36,
718
+ "Downloads Last Month": "506",
719
+ "Num Likes": "4",
720
+ "License": "None"
721
+ },
722
+ {
723
+ "Model": "Qwen/Qwen3-Embedding-0.6B",
724
+ "Revision": "main",
725
+ "Precision": "bf16",
726
+ "Task": "Retriever",
727
+ "Average Score": 36.42,
728
+ "Context Length": 32768.0,
729
+ "Embedding Dimension": 1024,
730
+ "Model Size (MB)": 1136.35,
731
+ "Number of Parameters (Billions)": 0.596,
732
+ "Web Search Dataset": 38.89,
733
+ "Islamic Knowledge Dataset": 33.96,
734
+ "Downloads Last Month": "3649333",
735
+ "Num Likes": "554",
736
+ "License": "apache-2.0"
737
+ },
738
+ {
739
+ "Model": "Abdelkareem/abjd",
740
+ "Revision": "main",
741
+ "Precision": "f32",
742
+ "Task": "Retriever",
743
+ "Average Score": 46.43,
744
+ "Context Length": 512.0,
745
+ "Embedding Dimension": 1024,
746
+ "Model Size (MB)": 1672.62,
747
+ "Number of Parameters (Billions)": 0.438,
748
+ "Web Search Dataset": 59.33,
749
+ "Islamic Knowledge Dataset": 33.54,
750
+ "Downloads Last Month": "7",
751
+ "Num Likes": "0",
752
+ "License": "None"
753
+ },
754
+ {
755
+ "Model": "Abdelkareem/ara-qwen3-18",
756
+ "Revision": "main",
757
+ "Precision": "f32",
758
+ "Task": "Retriever",
759
+ "Average Score": 46.43,
760
+ "Context Length": 512.0,
761
+ "Embedding Dimension": 1024,
762
+ "Model Size (MB)": 1672.62,
763
+ "Number of Parameters (Billions)": 0.438,
764
+ "Web Search Dataset": 59.33,
765
+ "Islamic Knowledge Dataset": 33.54,
766
+ "Downloads Last Month": "7",
767
+ "Num Likes": "0",
768
+ "License": "None"
769
+ },
770
+ {
771
+ "Model": "jinaai/jina-embeddings-v4",
772
+ "Revision": "main",
773
+ "Precision": "bf16",
774
+ "Task": "Retriever",
775
+ "Average Score": 74.06,
776
+ "Context Length": 8192.0,
777
+ "Embedding Dimension": "N/A",
778
+ "Model Size (MB)": 7504.84,
779
+ "Number of Parameters (Billions)": 3.935,
780
+ "Web Search Dataset": 83.01,
781
+ "Islamic Knowledge Dataset": 65.11,
782
+ "Downloads Last Month": "46102",
783
+ "Num Likes": "341",
784
+ "License": "None"
785
+ },
786
+ {
787
+ "Model": "Omartificial-Intelligence-Space/Semantic-Ar-Qwen-Embed-0.6B",
788
+ "Revision": "main",
789
+ "Precision": "f32",
790
+ "Task": "Retriever",
791
+ "Average Score": 39.03,
792
+ "Context Length": 32768,
793
+ "Embedding Dimension": 1024,
794
+ "Model Size (MB)": 2272.71,
795
+ "Number of Parameters (Billions)": 0.596,
796
+ "Web Search Dataset": 51.38,
797
+ "Islamic Knowledge Dataset": 26.67,
798
+ "Downloads Last Month": "219",
799
+ "Num Likes": "7",
800
+ "License": "apache-2.0"
801
+ },
802
+ {
803
+ "Model": "RamzyBakir/arabic-gte-multilingual-base-100k",
804
+ "Revision": "main",
805
+ "Precision": "f32",
806
+ "Task": "Retriever",
807
+ "Average Score": 60.93,
808
+ "Context Length": 8192,
809
+ "Embedding Dimension": 768,
810
+ "Model Size (MB)": 1164.89,
811
+ "Number of Parameters (Billions)": 0.305,
812
+ "Web Search Dataset": 79.09,
813
+ "Islamic Knowledge Dataset": 42.76,
814
+ "Downloads Last Month": "22",
815
+ "Num Likes": "0",
816
+ "License": "apache-2.0"
817
+ },
818
+ {
819
+ "Model": "RamzyBakir/arabic-gte-multilingual-base-200k-lora",
820
+ "Revision": "main",
821
+ "Precision": "f32",
822
+ "Task": "Retriever",
823
+ "Average Score": 61.27,
824
+ "Context Length": 8192,
825
+ "Embedding Dimension": 768,
826
+ "Model Size (MB)": 1166.01,
827
+ "Number of Parameters (Billions)": 0.306,
828
+ "Web Search Dataset": 78.79,
829
+ "Islamic Knowledge Dataset": 43.75,
830
+ "Downloads Last Month": "5",
831
+ "Num Likes": "0",
832
+ "License": "apache-2.0"
833
+ },
834
+ {
835
+ "Model": "sentence-transformers/paraphrase-multilingual-MiniLM-L12-v2",
836
+ "Revision": "main",
837
+ "Precision": "i64",
838
+ "Task": "Retriever",
839
+ "Average Score": 31.02,
840
+ "Context Length": 128,
841
+ "Embedding Dimension": 384,
842
+ "Model Size (MB)": 448.81,
843
+ "Number of Parameters (Billions)": 0.118,
844
+ "Web Search Dataset": 49.65,
845
+ "Islamic Knowledge Dataset": 12.39,
846
+ "Downloads Last Month": "10369397",
847
+ "Num Likes": "997",
848
+ "License": "apache-2.0"
849
+ },
850
+ {
851
+ "Model": "google/embeddinggemma-300m",
852
+ "Revision": "main",
853
+ "Precision": "f32",
854
+ "Task": "Retriever",
855
+ "Average Score": 16.72,
856
+ "Context Length": 2048,
857
+ "Embedding Dimension": 768,
858
+ "Model Size (MB)": 1173.33,
859
+ "Number of Parameters (Billions)": 0.308,
860
+ "Web Search Dataset": 27.28,
861
+ "Islamic Knowledge Dataset": 6.16,
862
+ "Downloads Last Month": "3865",
863
+ "Num Likes": "228",
864
+ "License": "gemma"
865
+ },
866
+ {
867
+ "Model": "google/embeddinggemma-300m-qat-q4_0-unquantized",
868
+ "Revision": "main",
869
+ "Precision": "f32",
870
+ "Task": "Retriever",
871
+ "Average Score": 22.09,
872
+ "Context Length": 2048,
873
+ "Embedding Dimension": 768,
874
+ "Model Size (MB)": 1173.33,
875
+ "Number of Parameters (Billions)": 0.308,
876
+ "Web Search Dataset": 35.88,
877
+ "Islamic Knowledge Dataset": 8.31,
878
+ "Downloads Last Month": "33",
879
+ "Num Likes": "18",
880
+ "License": "gemma"
881
+ },
882
+ {
883
+ "Model": "google/embeddinggemma-300m-qat-q8_0-unquantized",
884
+ "Revision": "main",
885
+ "Precision": "f32",
886
+ "Task": "Retriever",
887
+ "Average Score": 19.81,
888
+ "Context Length": 2048,
889
+ "Embedding Dimension": 768,
890
+ "Model Size (MB)": 1173.33,
891
+ "Number of Parameters (Billions)": 0.308,
892
+ "Web Search Dataset": 32.8,
893
+ "Islamic Knowledge Dataset": 6.83,
894
+ "Downloads Last Month": "30",
895
+ "Num Likes": "14",
896
+ "License": "gemma"
897
+ }
898
  ]