About MIND

MIcrosoft News Dataset (MIND) is a large-scale dataset for news recommendation research. It was collected from anonymized behavior logs of Microsoft News website. The mission of MIND is to serve as a benchmark dataset for news recommendation and facilitate the research in news recommendation and recommender systems area.

MIND contains about 160k English news articles and more than 15 million impression logs generated by 1 million users. Every news article contains rich textual content including title, abstract, body, category and entities. Each impression log contains the click events, non-clicked events and historical news click behaviors of this user before this impression. To protect user privacy, each user was de-linked from the production system when securely hashed into an anonymized ID. For more detailed information about the MIND dataset, you can refer to the following paper:

If you are interested in using this dataset in your research work, welcome to cite this paper:

Fangzhao Wu, Ying Qiao, Jiun-Hung Chen, Chuhan Wu, Tao Qi, Jianxun Lian, Danyang Liu, Xing Xie, Jianfeng Gao, Winnie Wu and Ming Zhou. MIND: A Large-scale Dataset for News Recommendation. ACL 2020.


Download

The MIND dataset is free to download for research purposes under Microsoft Research License Terms. Before you download the dataset, please read these terms and click below button to confirm that you agree to them.


This dataset can support many researches on news recommendation, and can be downloaded at:

We also provide the link to Microsoft Azure Open Datasets for eaiser access to our large dataset on cloud platform:

For more details about the data formats, please refer to this document:


In addition, to help the researchers get familiar with our data and run quick experiments, we release a small version of the MIND dataset by randomly sampling 50,000 users and their behavior logs from the MIND dataset. We name this dataset MIND-small. The training and validation sets of MIND-small can be downloaded at:


The implementation of several existing news recommendation methods and general recommendation methods can be found at Microsoft Recommenders.

Following is a step-by-step tutorial for generating predictions on the dataset:

Workshop

We are holding the 1st International Workshop on News Recommendation and Intelligence, which is colocated with The Web Conference 2021. We solicit both research and technical report papers in all aspects of news recommendation and intelligence. The submission due is January 25, 2021. More details can be found on the workshop page.

Leaderboard

Rank Team AUC MRR nDCG@5 nDCG@10

1

Jun. 23, 2026 		zetik 0.7326 0.3780 0.4175 0.4735

2

May. 29, 2026 		newsbang 0.7316 0.3768 0.4162 0.4722

3

Oct. 05, 2021 		UniUM-Fastformer-Pretrain 0.7304 0.3770 0.4180 0.4718

4

Sept. 02, 2021 		MINER 0.7275 0.3724 0.4102 0.4661

5

_dctr 0.7272 0.3727 0.4112 0.4673

6

Aug. 08, 2021 		UniUM-Fastformer 0.7268 0.3745 0.4151 0.4684

7

SRIN_LAI 0.7257 0.3695 0.4067 0.4632

8

Dec 27, 2022 		tuyendv 0.7256 0.3720 0.4101 0.4660

9

Oct. 05, 2022 		quynhnl 0.7256 0.3720 0.4101 0.4660

10

Sept. 14, 2022 		pengwj 0.7256 0.3720 0.4101 0.4660

11

Jan. 30, 2022 		who_am_I 0.7252 0.3709 0.4089 0.4647

12

Feb. 10, 2022 		Riiid 0.7252 0.3709 0.4089 0.4647

13

fangy 0.7249 0.3710 0.4093 0.4655

14

JZSAWYER 0.7247 0.3714 0.4094 0.4652

15

lnyue 0.7246 0.3711 0.4091 0.4650

16

Jan. 13, 2022 		SUDA_NLP_HY 0.7244 0.3691 0.4065 0.4627

17

Mar. 04, 2021 		UniUM 0.7243 0.3706 0.4101 0.4644

18

Dec 28, 2021 		rollingUp 0.7242 0.3689 0.4062 0.4624

19

May. 21, 2026 		kemalli 0.7212 0.3678 0.4049 0.4612

20

Feb. 19, 2023 		luzepu 0.7211 0.3676 0.4047 0.4608

21

Dec 26, 2021 		NoParty4PR 0.7210 0.3667 0.4040 0.4602

22

wdacheng 0.7210 0.3654 0.4019 0.4584

23

Feb. 27, 2021 		chenghuige 0.7209 0.3676 0.4040 0.4597

24

Feb. 01, 2023 		kevin_zzh 0.7208 0.3676 0.4046 0.4608

25

Feb. 26, 2021 		UNBERT 0.7207 0.3677 0.4041 0.4602

26

phviethoang 0.7201 0.3688 0.4059 0.4617

27

Jan. 19, 2022 		only2233 0.7201 0.3688 0.4059 0.4617

28

Mar. 13, 2026 		mengsong 0.7201 0.3688 0.4059 0.4617

29

Feb. 05, 2023 		cuongnx20190040 0.7201 0.3688 0.4059 0.4617

30

Mar. 20, 2023 		cgw 0.7201 0.3688 0.4059 0.4617

31

May. 19, 2026 		kemalau 0.7199 0.3660 0.4023 0.4587

32

Jun. 21, 2021 		wsm_SotA 0.7196 0.3636 0.3998 0.4560

33

Mar. 28, 2026 		wuhao 0.7195 0.3660 0.4025 0.4588

34

Mar. 24, 2023 		mduofg 0.7186 0.3630 0.3989 0.4557

35

Mar. 30, 2026 		lifanyao 0.7185 0.3677 0.4046 0.4605

36

Test_srn_team_rec 0.7184 0.3617 0.3971 0.4541

37

lichenyu 0.7183 0.3632 0.3996 0.4561

38

Apr. 30, 2026 		v1ceversa 0.7179 0.3612 0.3970 0.4536

39

Dec 17, 2021 		rollingUp 0.7175 0.3632 0.3998 0.4562

40

shouju 0.7171 0.3611 0.3964 0.4534

41

ranranran 0.7171 0.3609 0.3966 0.4536

42

wubin 0.7162 0.3628 0.3988 0.4555

43

Dec 09, 2022 		LeonChang 0.7157 0.3612 0.3966 0.4532

44

Jun. 13, 2023 		Yaobink 0.7153 0.3615 0.3978 0.4542

45

Apr. 21, 2026 		overwindows 0.7144 0.3621 0.3975 0.4539

46

Oct. 23, 2020 		wcy419hh 0.7143 0.3616 0.3967 0.4529

47

Oct. 23, 2020 		fuxictr 0.7143 0.3613 0.3964 0.4526

48

Oct. 26, 2022 		xdr 0.7139 0.3591 0.3937 0.4509

49

Jan. 10, 2022 		guody 0.7137 0.3613 0.3962 0.4527

50

May. 06, 2026 		madsrassers 0.7136 0.3596 0.3942 0.4511

51

have_a_try 0.7134 0.3643 0.4002 0.4561

52

Dec 15, 2021 		Lil.Forest 0.7134 0.3591 0.3951 0.4518

53

Apr. 05, 2026 		qianli 0.7127 0.3589 0.3934 0.4502

54

chenyue 0.7124 0.3588 0.3940 0.4507

55

Tingnan 0.7124 0.3582 0.3930 0.4497

56

Mar. 11, 2026 		tienkhoina 0.7122 0.3608 0.3977 0.4543

57

Bonj0ur 0.7118 0.3633 0.3996 0.4556

58

Jan. 14, 2022 		xcdt123 0.7118 0.3584 0.3939 0.4502

59

Nov. 28, 2022 		Rui 0.7116 0.3573 0.3922 0.4489

60

Jan. 12, 2022 		fake_news 0.7116 0.3549 0.3888 0.4461

61

Oct. 23, 2020 		dtsnu 0.7114 0.3568 0.3916 0.4485

62

JunyiChen 0.7113 0.3597 0.3954 0.4518

63

Oct. 23, 2020 		started2givingup 0.7113 0.3585 0.3933 0.4498

64

Feb. 11, 2022 		haibaraqy 0.7112 0.3546 0.3888 0.4458

65

Sept. 27, 2022 		vincentni 0.7108 0.3560 0.3906 0.4473

66

Mar. 01, 2021 		akirasosa 0.7103 0.3539 0.3876 0.4445

67

May. 27, 2021 		SFI 0.7101 0.3577 0.3922 0.4485

68

Nov. 12, 2021 		namespace-Pt 0.7101 0.3557 0.3901 0.4470

69

Dec 31, 2021 		fake_news 0.7099 0.3579 0.3927 0.4497

70

Jun. 16, 2026 		bannie 0.7099 0.3557 0.3905 0.4473

71

Oct. 23, 2020 		oahciy 0.7096 0.3540 0.3883 0.4454

72

Oct. 23, 2020 		WONNIU 0.7095 0.3569 0.3916 0.4481

73

Jun. 13, 2021 		wsm_88888888 0.7092 0.3541 0.3881 0.4448

74

Yaobink 0.7088 0.3554 0.3902 0.4470

75

Aug. 10, 2021 		martin_bi 0.7085 0.3581 0.3926 0.4489

76

Jan. 13, 2022 		xcdt123 0.7085 0.3541 0.3885 0.4455

77

Feb. 01, 2021 		codefish 0.7082 0.3560 0.3897 0.4457

78

Sept. 08, 2022 		yujunhao 0.7081 0.3535 0.3866 0.4436

79

tienkhoina 0.7079 0.3559 0.3907 0.4479

80

jwy 0.7076 0.3564 0.3909 0.4475

81

Apr. 05, 2026 		a-znkkkk 0.7074 0.3541 0.3877 0.4447

82

Mads_Rasmussen 0.7073 0.3543 0.3882 0.4451

83

haibaraqy 0.7066 0.3526 0.3858 0.4426

84

Oct. 23, 2020 		NoahRS 0.7061 0.3552 0.3895 0.4459

85

Dec 05, 2021 		smhe 0.7060 0.3544 0.3891 0.4457

86

Oct. 19, 2021 		doubleQ 0.7059 0.3514 0.3847 0.4418

87

Jul. 18, 2021 		DistillRec 0.7057 0.3552 0.3896 0.4458

88

Feb. 04, 2021 		littlefile 0.7052 0.3535 0.3869 0.4432

89

Mar. 25, 2026 		ethyl 0.7048 0.3555 0.3909 0.4472

90

Oct. 23, 2020 		Ravox 0.7048 0.3505 0.3845 0.4416

91

sonchuate 0.7047 0.3516 0.3841 0.4406

92

martinmarshall 0.7042 0.3561 0.3901 0.4462

93

Jun. 14, 2021 		guiltrex 0.7038 0.3504 0.3838 0.4408

94

tsrankPh 0.7038 0.3488 0.3814 0.4388

95

Mar. 16, 2022 		veason 0.7033 0.3535 0.3860 0.4429

96

Jun. 24, 2026 		superbabara 0.7033 0.3498 0.3831 0.4399

97

Oct. 23, 2020 		Qinne 0.7032 0.3496 0.3830 0.4397

98

Apr. 27, 2021 		MengyanZhang 0.7031 0.3496 0.3833 0.4403

99

Feb. 28, 2022 		alice.jw 0.7026 0.3498 0.3825 0.4395

100

Mar. 13, 2023 		Ricky 0.7019 0.3470 0.3794 0.4365

101

Jun. 30, 2026 		louisa 0.7018 0.3503 0.3827 0.4399

102

HaoranTan 0.7018 0.3493 0.3824 0.4398

103

Fantasyli 0.7016 0.3482 0.3808 0.4380

104

Feb. 07, 2021 		MIND_Organizer 0.7012 0.3482 0.3808 0.4377

105

Jan. 13, 2023 		mytest 0.7011 0.3446 0.3768 0.4346

106

ganweinan 0.7009 0.3514 0.3856 0.4420

107

Jul. 11, 2022 		lab207_kui 0.7005 0.3475 0.3793 0.4363

108

Nov. 11, 2021 		noah_lijian 0.7004 0.3475 0.3803 0.4374

109

namnguyenba0604 0.6998 0.3468 0.3792 0.4364

110

Jun. 23, 2022 		test_competition 0.6997 0.3473 0.3796 0.4363

111

Feb. 09, 2022 		Kimyungi 0.6993 0.3463 0.3780 0.4352

112

luozhhh 0.6993 0.3457 0.3780 0.4353

113

Nov. 25, 2021 		Coloratura 0.6991 0.3475 0.3793 0.4365

114

Apr. 02, 2026 		vin39 0.6984 0.3440 0.3767 0.4345

115

Oct. 23, 2020 		xyzhang 0.6980 0.3476 0.3814 0.4383

116

Oct. 23, 2020 		YangZhenghong 0.6979 0.3480 0.3809 0.4377

117

Oct. 23, 2020 		gcc_microsoft 0.6979 0.3479 0.3806 0.4373

118

mytest 0.6979 0.3438 0.3755 0.4331

119

Aug. 31, 2022 		chenyipu 0.6978 0.3467 0.3796 0.4366

120

lyw 0.6971 0.3445 0.3763 0.4335

121

Mar. 26, 2026 		dulig1902 0.6970 0.3459 0.3774 0.4345

122

Dec 09, 2021 		hawei 0.6969 0.3422 0.3732 0.4309

123

Oct. 23, 2020 		huailei 0.6968 0.3492 0.3812 0.4386

124

Oct. 23, 2020 		hanyan 0.6964 0.3441 0.3764 0.4336

125

Feb. 21, 2021 		Chenbin_Zhang 0.6960 0.3469 0.3791 0.4356

126

Jan. 15, 2022 		h_h_h_h_h_h_ 0.6960 0.3467 0.3793 0.4361

127

kirbyye 0.6960 0.3424 0.3735 0.4312

128

Aug. 31, 2022 		xiaoxiang 0.6959 0.3435 0.3752 0.4321

129

Jun. 20, 2021 		ml4lyfe 0.6957 0.3452 0.3778 0.4350

130

davidpenta 0.6957 0.3425 0.3739 0.4312

131

gittbin 0.6956 0.3441 0.3760 0.4331

132

andrew_the_drawer 0.6956 0.3425 0.3741 0.4317

133

Oct. 23, 2020 		lixmcm 0.6952 0.3438 0.3765 0.4335

134

Jan. 27, 2022 		HerbertOnRoad 0.6952 0.3433 0.3747 0.4317

135

Nov. 30, 2021 		Liangzhuge 0.6951 0.3460 0.3785 0.4353

136

Nov. 12, 2022 		testtesttest 0.6951 0.3452 0.3777 0.4348

137

Oct. 23, 2020 		duchunning 0.6951 0.3428 0.3753 0.4324

138

Oct. 23, 2020 		fanxiaoxing 0.6949 0.3448 0.3770 0.4336

139

Apr. 08, 2021 		libowei 0.6948 0.3456 0.3773 0.4338

140

May. 02, 2022 		SA-NRMS 0.6947 0.3443 0.3764 0.4334

141

Jan. 03, 2021 		Chiu 0.6946 0.3444 0.3759 0.4326

142

Feb. 02, 2021 		Ruixinhua 0.6943 0.3433 0.3748 0.4318

143

Oct. 23, 2020 		overlord 0.6942 0.3445 0.3767 0.4332

144

Apr. 25, 2022 		SunYunLong 0.6941 0.3422 0.3739 0.4311

145

May. 22, 2023 		xiaoxiang 0.6938 0.3423 0.3738 0.4311

146

Oct. 23, 2020 		id500 0.6935 0.3451 0.3773 0.4344

147

husthusthust 0.6935 0.3423 0.3742 0.4310

148

Jan. 18, 2022 		zclfe 0.6934 0.3433 0.3752 0.4322

149

Dec 03, 2020 		msj 0.6932 0.3432 0.3745 0.4312

150

Dec 27, 2021 		christineC2021 0.6932 0.3419 0.3733 0.4303

151

Aug. 19, 2021 		kuailede_cr 0.6931 0.3424 0.3738 0.4309

152

Dec 01, 2021 		smhe 0.6930 0.3459 0.3781 0.4347

153

ctthong18 0.6926 0.3457 0.3779 0.4345

154

Jun. 20, 2021 		wsm_victor 0.6926 0.3441 0.3762 0.4325

155

Jun. 20, 2021 		JamesCYL 0.6926 0.3441 0.3762 0.4325

156

Jul. 31, 2022 		Jiawei_ust 0.6926 0.3415 0.3731 0.4298

157

Apr. 24, 2021 		chenyipu 0.6925 0.3416 0.3731 0.4304

158

mango_yx 0.6925 0.3395 0.3712 0.4289

159

Oct. 23, 2020 		Ironball 0.6923 0.3440 0.3778 0.4351

160

Feb. 28, 2023 		MEM 0.6922 0.3385 0.3704 0.4280

161

Sept. 17, 2022 		Area 0.6918 0.3412 0.3722 0.4297

162

LLC 0.6918 0.3407 0.3719 0.4288

163

Apr. 13, 2021 		peijie 0.6918 0.3393 0.3708 0.4282

164

Oct. 27, 2022 		xiezheyong 0.6917 0.3432 0.3744 0.4314

165

Nov. 18, 2021 		zwt 0.6917 0.3415 0.3728 0.4305

166

Jun. 19, 2021 		breezedeus 0.6915 0.3409 0.3723 0.4296

167

Nov. 09, 2021 		Tmail 0.6912 0.3425 0.3733 0.4301

168

Dec 18, 2021 		Zongzhihan 0.6912 0.3421 0.3731 0.4306

169

Oct. 23, 2020 		fit4you 0.6910 0.3413 0.3732 0.4307

170

Feb. 06, 2023 		kiennt10 0.6908 0.3392 0.3706 0.4281

171

nhom1_kpw 0.6906 0.3493 0.3822 0.4380

172

forest 0.6905 0.3389 0.3698 0.4272

173

Mar. 15, 2022 		xyqq 0.6904 0.3398 0.3712 0.4285

174

Jun. 17, 2021 		QQs 0.6903 0.3419 0.3735 0.4299

175

Oct. 23, 2020 		AndreaChao 0.6903 0.3413 0.3727 0.4299

176

Jun. 17, 2021 		Bravooo 0.6902 0.3419 0.3735 0.4299

177

Dec 01, 2021 		hhhhh 0.6902 0.3412 0.3730 0.4297

178

Nov. 30, 2021 		destinylu 0.6902 0.3412 0.3730 0.4297

179

Oct. 23, 2020 		Ivy 0.6901 0.3414 0.3726 0.4299

180

jiarui 0.6900 0.3405 0.3714 0.4285

181

Jun. 21, 2021 		wsm_EasternHarvard 0.6899 0.3385 0.3685 0.4255

182

Mar. 31, 2022 		Wales-Z 0.6897 0.3408 0.3712 0.4283

183

Jan. 25, 2021 		Nick1998 0.6897 0.3380 0.3686 0.4258

184

Jun. 02, 2022 		laiping 0.6893 0.3383 0.3687 0.4263

185

YJH0804 0.6893 0.3373 0.3679 0.4253

186

Oct. 23, 2020 		changebin 0.6888 0.3396 0.3706 0.4273

187

Jan. 12, 2021 		saltyfish 0.6886 0.3357 0.3667 0.4239

188

Jun. 20, 2021 		Sony 0.6884 0.3382 0.3690 0.4255

189

Jun. 19, 2021 		chuyueh 0.6882 0.3398 0.3709 0.4273

190

Apr. 21, 2023 		Yuemiao 0.6881 0.3425 0.3741 0.4306

191

Jan. 21, 2023 		hitarth.narvala 0.6881 0.3374 0.3667 0.4229

192

Dec 31, 2021 		wzz2579421845 0.6878 0.3386 0.3695 0.4261

193

Jiyounglee 0.6878 0.3371 0.3677 0.4253

194

May. 02, 2023 		maiph 0.6876 0.3377 0.3685 0.4253

195

Apr. 17, 2022 		jiangyt 0.6874 0.3391 0.3705 0.4275

196

Jan. 28, 2021 		kkq10466 0.6872 0.3359 0.3665 0.4239

197

xbj 0.6872 0.3352 0.3656 0.4232

198

Sept. 01, 2020 		yupei 0.6867 0.3404 0.3721 0.4288

199

Sept. 02, 2021 		ReleaseWang 0.6867 0.3372 0.3674 0.4248

200

May. 08, 2026 		yufan 0.6866 0.3365 0.3664 0.4242

201

Jan. 15, 2021 		fzy37920 0.6866 0.3357 0.3664 0.4236

202

Feb. 22, 2021 		qxe34517 0.6866 0.3344 0.3651 0.4226

203

Sept. 24, 2021 		HJS_TJU 0.6865 0.3377 0.3681 0.4252

204

Jan. 04, 2021 		alexchiu 0.6864 0.3360 0.3659 0.4234

205

May. 24, 2022 		Whonor 0.6863 0.3371 0.3674 0.4245

206

Sept. 01, 2020 		majinc 0.6862 0.3397 0.3705 0.4274

207

Oct. 23, 2020 		Tsar 0.6862 0.3374 0.3676 0.4253

208

Jan. 29, 2021 		Spring_945 0.6861 0.3379 0.3689 0.4256

209

Jan. 02, 2021 		NAML 0.6861 0.3377 0.3688 0.4260

210

Nov. 20, 2020 		ConnollyLeon 0.6860 0.3363 0.3668 0.4237

211

Mar. 31, 2022 		DengLi 0.6859 0.3385 0.3688 0.4260

212

Jan. 05, 2022 		nhom5 0.6858 0.3369 0.3676 0.4249

213

Jun. 19, 2021 		tingting0119 0.6858 0.3358 0.3664 0.4234

214

Mar. 19, 2026 		lelele 0.6856 0.3384 0.3689 0.4262

215

Jan. 04, 2022 		nhom7-lopthaylinh 0.6854 0.3372 0.3672 0.4243

216

Nov. 26, 2022 		PekingXJL 0.6854 0.3367 0.3676 0.4247

217

Mar. 05, 2026 		zyy_catcat 0.6854 0.3331 0.3622 0.4199

218

Jul. 21, 2021 		csb266 0.6853 0.3377 0.3678 0.4247

219

Feb. 10, 2021 		ybm15387 0.6851 0.3322 0.3624 0.4201

220

Mar. 31, 2023 		lyw 0.6850 0.3278 0.3557 0.4146

221

Dec 27, 2021 		Group_1_IT4613_20211_HUST 0.6848 0.3367 0.3672 0.4242

222

Jan. 10, 2022 		Jyonn 0.6846 0.3405 0.3717 0.4282

223

Aug. 04, 2022 		ShangxiWu 0.6846 0.3383 0.3699 0.4270

224

Oct. 23, 2020 		heroddaji 0.6845 0.3376 0.3677 0.4244

225

Dec 25, 2022 		ducchudinh 0.6844 0.3363 0.3670 0.4238

226

Dec 13, 2021 		LURM 0.6844 0.3361 0.3654 0.4229

227

TianTian_Zhang 0.6841 0.3355 0.3662 0.4232

228

khanh 0.6838 0.3339 0.3634 0.4210

229

aditya117b 0.6838 0.3330 0.3612 0.4187

230

Feb. 07, 2023 		nghgphi 0.6837 0.3358 0.3662 0.4233

231

Feb. 03, 2021 		Cora 0.6836 0.3356 0.3665 0.4235

232

Oct. 25, 2020 		faysir 0.6836 0.3343 0.3644 0.4219

233

huynx1190M 0.6835 0.3360 0.3663 0.4230

234

Aug. 27, 2020 		CyberFish 0.6834 0.3373 0.3683 0.4258

235

May. 20, 2022 		LPP 0.6834 0.3330 0.3622 0.4198

236

zhihaoxu 0.6833 0.3358 0.3659 0.4229

237

siyuanssss 0.6833 0.3343 0.3650 0.4219

238

Dec 01, 2021 		NoParty4PR 0.6832 0.3358 0.3644 0.4214

239

Feb. 10, 2021 		xqu19316 0.6832 0.3324 0.3623 0.4200

240

Oct. 23, 2020 		again_and_again 0.6828 0.3365 0.3665 0.4240

241

dvesely 0.6828 0.3349 0.3654 0.4227

242

Feb. 01, 2021 		Codle 0.6828 0.3347 0.3648 0.4219

243

Oct. 23, 2020 		xinghuaz 0.6827 0.3385 0.3691 0.4259

244

Aug. 28, 2020 		amgis3 0.6827 0.3320 0.3615 0.4196

245

Jun. 15, 2021 		wsm_baseline 0.6824 0.3351 0.3656 0.4225

246

Dec 26, 2021 		hieunm 0.6823 0.3326 0.3630 0.4203

247

Feb. 06, 2023 		phu.ict4138 0.6822 0.3341 0.3648 0.4216

248

Nov. 05, 2021 		raingstar 0.6820 0.3353 0.3660 0.4226

249

airi-lategame 0.6818 0.3338 0.3637 0.4213

250

huy40025071 0.6817 0.3355 0.3659 0.4235

251

Jun. 18, 2021 		wsm-soslab 0.6815 0.3358 0.3663 0.4234

252

Oct. 23, 2020 		dengjia284 0.6814 0.3325 0.3614 0.4192

253

hoangnn 0.6813 0.3331 0.3617 0.4191

254

Nhom1RecSys-Fastformer 0.6813 0.3331 0.3617 0.4191

255

Feb. 16, 2022 		feature 0.6812 0.3379 0.3690 0.4257

256

Jun. 16, 2022 		pstkim 0.6812 0.3350 0.3650 0.4224

257

Mar. 25, 2022 		TH_KIM 0.6810 0.3322 0.3624 0.4200

258

Sept. 19, 2021 		clilyn 0.6809 0.3371 0.3675 0.4243

259

Oct. 23, 2020 		ustc_jingang 0.6809 0.3337 0.3633 0.4208

260

Oct. 09, 2021 		AAU-Bruno 0.6807 0.3338 0.3634 0.4207

261

Jan. 05, 2022 		group7-lopthaylinh 0.6807 0.3338 0.3634 0.4206

262

Feb. 19, 2022 		unchat 0.6803 0.3334 0.3633 0.4205

263

Aug. 27, 2021 		yangyongqiang1 0.6800 0.3337 0.3638 0.4207

264

Oct. 23, 2020 		qqyysg 0.6799 0.3336 0.3644 0.4213

265

madmoon 0.6799 0.3316 0.3595 0.4175

266

Mar. 15, 2021 		hvv 0.6798 0.3352 0.3655 0.4223

267

Mar. 01, 2021 		hapoyige 0.6793 0.3341 0.3647 0.4215

268

Nov. 13, 2020 		YHu 0.6790 0.3338 0.3624 0.4192

269

Jan. 17, 2023 		anhductn2001 0.6789 0.3343 0.3646 0.4215

270

Jul. 25, 2021 		LiJT 0.6789 0.3321 0.3621 0.4188

271

Nov. 30, 2020 		finegrained 0.6787 0.3346 0.3653 0.4221

272

Mar. 02, 2022 		Ala-Fu 0.6786 0.3316 0.3612 0.4181

273

Mar. 25, 2021 		wangwenhua 0.6785 0.3316 0.3611 0.4181

274

May. 13, 2026 		hhhhh123456 0.6785 0.3312 0.3609 0.4178

275

Aug. 29, 2020 		Reto-hitsz 0.6783 0.3288 0.3575 0.4153

276

Mar. 24, 2023 		teopapad92 0.6780 0.3292 0.3586 0.4163

277

May. 26, 2021 		xuhongqing 0.6779 0.3287 0.3567 0.4140

278

Mar. 17, 2026 		yifanlan 0.6778 0.3282 0.3572 0.4150

279

Mar. 07, 2022 		fyzl 0.6776 0.3339 0.3640 0.4213

280

Oct. 23, 2020 		simple2better 0.6766 0.3311 0.3609 0.4184

281

Oct. 23, 2020 		shahnawaz 0.6766 0.3282 0.3576 0.4149

282

Apr. 11, 2021 		hmguo 0.6763 0.3297 0.3591 0.4163

283

garbcollec 0.6758 0.3331 0.3626 0.4188

284

Feb. 03, 2021 		Autumn 0.6754 0.3292 0.3581 0.4154

285

trankhiem 0.6751 0.3314 0.3614 0.4186

286

hungmd321 0.6751 0.3314 0.3614 0.4186

287

Jun. 19, 2021 		wsm_KoreaMoos 0.6748 0.3285 0.3569 0.4140

288

Feb. 14, 2023 		KTH_CS3 0.6740 0.3313 0.3607 0.4178

289

Jan. 01, 2022 		TranAnhVuNhom7 0.6738 0.3288 0.3570 0.4135

290

Mar. 02, 2022 		ZgDaMoWang 0.6738 0.3284 0.3571 0.4141

291

Jun. 09, 2022 		whitepurple 0.6735 0.3292 0.3573 0.4144

292

Jun. 16, 2022 		DICELab 0.6735 0.3292 0.3573 0.4144

293

Feb. 07, 2023 		vietpt 0.6733 0.3264 0.3549 0.4120

294

mrbighead 0.6730 0.3248 0.3528 0.4102

295

thuantop2003 0.6728 0.3259 0.3541 0.4115

296

Jun. 02, 2022 		cevahir 0.6725 0.3242 0.3519 0.4100

297

hungbuile04 0.6725 0.3241 0.3533 0.4108

298

Ngoc_06 0.6718 0.3225 0.3498 0.4077

299

Oct. 23, 2020 		zidane4ever21 0.6710 0.3236 0.3523 0.4093

300

chenyiqing 0.6710 0.3235 0.3511 0.4090

301

Sept. 08, 2022 		bboylyg 0.6709 0.3266 0.3546 0.4117

302

Jun. 20, 2021 		jaing885 0.6708 0.3256 0.3532 0.4105

303

Mar. 18, 2026 		peramor 0.6706 0.3260 0.3529 0.4101

304

Apr. 09, 2021 		ab25 0.6705 0.3228 0.3504 0.4083

305

Dec 28, 2021 		nhom5-nrms 0.6702 0.3241 0.3520 0.4096

306

Feb. 09, 2021 		OpenMind 0.6700 0.3277 0.3559 0.4130

307

Feb. 14, 2023 		richard007 0.6693 0.3283 0.3572 0.4141

308

Feb. 13, 2023 		khuongvd2k 0.6693 0.3283 0.3572 0.4141

309

Oct. 23, 2020 		dust 0.6691 0.3267 0.3539 0.4109

310

Jun. 06, 2021 		shuix007 0.6689 0.3225 0.3499 0.4079

311

Apr. 04, 2021 		Rachelxuan11 0.6687 0.3254 0.3525 0.4096

312

mduofg 0.6676 0.3265 0.3554 0.4120

313

ab 0.6675 0.3251 0.3533 0.4106

314

Feb. 21, 2023 		NamFam 0.6660 0.3234 0.3504 0.4076

315

Mar. 17, 2021 		jazzzminewang 0.6659 0.3236 0.3502 0.4074

316

marktang 0.6655 0.3210 0.3474 0.4044

317

dxdiag 0.6646 0.3321 0.3612 0.4170

318

Nov. 28, 2020 		TJ_Arthur 0.6646 0.3185 0.3460 0.4046

319

Jan. 28, 2022 		testtest 0.6640 0.3201 0.3479 0.4050

320

Feb. 13, 2023 		Namngo 0.6638 0.3242 0.3522 0.4093

321

Feb. 12, 2021 		akjindal53244 0.6638 0.3191 0.3466 0.4042

322

Jan. 22, 2022 		yma2 0.6635 0.3205 0.3460 0.4036

323

Jan. 04, 2022 		phucvh183608 0.6633 0.3190 0.3464 0.4038

324

Oct. 23, 2022 		zhangy7738 0.6632 0.3188 0.3451 0.4027

325

xiaxuan 0.6629 0.3180 0.3438 0.4014

326

jybdscvubyesc 0.6620 0.3197 0.3466 0.4039

327

Nov. 28, 2022 		AdarshMIND 0.6618 0.3197 0.3461 0.4038

328

Jan. 12, 2021 		freddy_2077 0.6614 0.3205 0.3473 0.4042

329

phu.ict4138 0.6612 0.3219 0.3489 0.4064

330

Dec 13, 2021 		hustnhom7 0.6605 0.3181 0.3435 0.4009

331

Apr. 28, 2021 		Hieulm 0.6594 0.3169 0.3436 0.4005

332

May. 12, 2023 		zy0055 0.6593 0.3141 0.3410 0.3994

333

Jun. 07, 2023 		wujie 0.6582 0.3167 0.3429 0.4005

334

Mar. 22, 2021 		pd 0.6575 0.3189 0.3458 0.4025

335

Mar. 25, 2021 		xulongteng 0.6571 0.3179 0.3446 0.4014

336

Jan. 29, 2021 		Silence 0.6570 0.3141 0.3384 0.3967

337

duong 0.6569 0.3177 0.3425 0.4000

338

Oct. 23, 2020 		aqweteddy 0.6566 0.3173 0.3425 0.3989

339

Feb. 13, 2023 		khuong5trieu 0.6554 0.3198 0.3467 0.4035

340

Oct. 23, 2020 		xcw 0.6554 0.3172 0.3434 0.4000

341

Jun. 02, 2021 		wsm_Mark4PM 0.6550 0.3150 0.3406 0.3982

342

Jan. 04, 2022 		TranAnhVuNhom7 0.6548 0.3125 0.3381 0.3953

343

Mar. 02, 2021 		christineC2021_1 0.6546 0.3133 0.3389 0.3963

344

Mar. 07, 2021 		jingqinghe 0.6543 0.3166 0.3428 0.3995

345

Mar. 03, 2026 		tingnanliu1 0.6529 0.3059 0.3298 0.3884

346

Apr. 25, 2021 		ThachAnh 0.6524 0.3128 0.3370 0.3950

347

Mar. 07, 2021 		mapingshuo 0.6521 0.3147 0.3408 0.3978

348

weiyezhimeng 0.6520 0.3114 0.3341 0.3921

349

trongnd106 0.6510 0.3168 0.3427 0.3994

350

Oct. 23, 2020 		AND-OR 0.6506 0.3079 0.3320 0.3898

351

Oct. 23, 2020 		drew 0.6486 0.3087 0.3333 0.3905

352

Jun. 10, 2021 		changecandy 0.6481 0.3114 0.3352 0.3922

353

Nov. 13, 2021 		KGN 0.6465 0.3085 0.3322 0.3897

354

Jan. 25, 2021 		cynricshu 0.6454 0.3000 0.3218 0.3811

355

Feb. 13, 2023 		huongnv 0.6451 0.3069 0.3306 0.3883

356

ductaingn 0.6433 0.3009 0.3257 0.3848

357

nguyennam2025 0.6426 0.3115 0.3362 0.3929

358

minhndn 0.6425 0.3054 0.3286 0.3875

359

Feb. 04, 2022 		yjin48 0.6402 0.3010 0.3225 0.3802

360

Jyonn 0.6388 0.3071 0.3316 0.3892

361

Anis 0.6365 0.3022 0.3267 0.3839

362

Mar. 24, 2026 		new_lmy 0.6364 0.3061 0.3281 0.3848

363

Nov. 21, 2021 		surupendu 0.6363 0.2987 0.3206 0.3781

364

Aug. 10, 2021 		tj2364 0.6354 0.2986 0.3205 0.3784

365

MengTong 0.6350 0.3007 0.3249 0.3821

366

Aug. 27, 2020 		gaojx 0.6342 0.3112 0.3358 0.3919

367

Apr. 27, 2023 		zxpyouming 0.6340 0.3008 0.3219 0.3790

368

gminh1503 0.6315 0.2993 0.3211 0.3790

369

dylanqi 0.6294 0.2977 0.3207 0.3782

370

vancurv 0.6287 0.3027 0.3264 0.3828

371

dangptpt 0.6286 0.2942 0.3148 0.3727

372

Feb. 23, 2021 		TerryMa 0.6251 0.2919 0.3141 0.3718

373

zy0055 0.6243 0.2901 0.3093 0.3669

374

trung061204 0.6209 0.2870 0.3097 0.3687

375

Jan. 23, 2021 		ifan 0.6204 0.2847 0.3039 0.3625

376

Jan. 25, 2022 		miabao 0.6174 0.2882 0.3059 0.3646

377

Dec 01, 2021 		Lil.Forest 0.6172 0.2910 0.3126 0.3699

378

Jun. 19, 2021 		WSM_winwin 0.6166 0.2949 0.3166 0.3730

379

May. 22, 2026 		harshadayini 0.6059 0.2800 0.2995 0.3573

380

pavt1024 0.6010 0.2877 0.3057 0.3612

381

Oct. 23, 2020 		tcchiang 0.5950 0.2794 0.2974 0.3551

382

Dec 09, 2022 		cmchen 0.5942 0.2744 0.2899 0.3464

383

KennyW 0.5942 0.2742 0.2898 0.3458

384

Dec 04, 2021 		saran_pandian 0.5861 0.2717 0.2877 0.3448

385

Mar. 05, 2021 		Mluleki 0.5848 0.2641 0.2778 0.3352

386

Aug. 26, 2020 		learner 0.5847 0.2648 0.2786 0.3361

387

Dec 17, 2021 		psasikarn 0.5825 0.2731 0.2885 0.3448

388

Jan. 28, 2022 		liwencong 0.5821 0.2626 0.2759 0.3341

389

Trong 0.5809 0.2738 0.2889 0.3446

390

Mar. 07, 2022 		nitesh.sawadia 0.5780 0.2620 0.2773 0.3358

391

sim 0.5711 0.2596 0.2715 0.3293

392

Jun. 07, 2021 		chang861224 0.5703 0.2769 0.2945 0.3495

393

Jun. 23, 2026 		zachcky 0.5690 0.2518 0.2652 0.3218

394

Jun. 15, 2022 		group_5 0.5680 0.2575 0.2698 0.3268

395

May. 03, 2026 		aibertcat 0.5582 0.2499 0.2599 0.3164

396

Feb. 12, 2021 		lwj 0.5519 0.2469 0.2573 0.3136

397

lx600 0.5449 0.2443 0.2552 0.3117

398

Jan. 05, 2022 		shoemaker 0.5397 0.2475 0.2574 0.3135

399

youn97 0.5379 0.2458 0.2566 0.3128

400

ashok03 0.5310 0.2387 0.2468 0.3023

401

Jun. 01, 2021 		YJack0000 0.5246 0.2364 0.2422 0.2990

402

dangkh 0.5227 0.2381 0.2427 0.2973

403

May. 13, 2021 		Brucenccu 0.5221 0.2328 0.2380 0.2938

404

Jan. 14, 2023 		a-borel 0.5221 0.2319 0.2373 0.2930

405

Mar. 04, 2022 		vancurv 0.5218 0.2370 0.2415 0.2961

406

Jul. 02, 2021 		Leon-chang 0.5207 0.2318 0.2385 0.2948

407

Jan. 06, 2021 		zichongli 0.5183 0.2348 0.2427 0.2983

408

Aug. 24, 2020 		cs880141 0.5180 0.2327 0.2395 0.2953

409

Jan. 06, 2021 		xhran2011 0.5170 0.2339 0.2416 0.2972

410

Jan. 06, 2021 		xhran2010 0.5170 0.2339 0.2416 0.2972

411

Mar. 15, 2022 		usydnlp 0.5167 0.2375 0.2452 0.2998

412

May. 24, 2023 		beckersense 0.5158 0.2336 0.2383 0.2932

413

NijiaMo 0.5144 0.2308 0.2381 0.2942

414

Jan. 18, 2021 		christineC2021_2 0.5130 0.2296 0.2363 0.2924

415

Dec 05, 2021 		jingda_yu 0.5127 0.2299 0.2337 0.2893

416

Aug. 16, 2022 		lsx_0816 0.5108 0.2268 0.2328 0.2885

417

Apr. 04, 2022 		jkrse 0.5060 0.2249 0.2309 0.2869

418

Aug. 26, 2020 		cdj0311 0.5059 0.2290 0.2350 0.2900

419

Jun. 15, 2022 		pneuma 0.5058 0.2274 0.2339 0.2899

420

Aug. 18, 2022 		JiangxuLin 0.5023 0.2244 0.2302 0.2858

421

Jun. 18, 2021 		DaveWuuu 0.5020 0.2236 0.2310 0.2872

422

May. 05, 2022 		Jingqi_wang 0.5018 0.2269 0.2335 0.2886

423

Aug. 26, 2020 		zhoubang1 0.5009 0.2256 0.2316 0.2869

424

Sept. 02, 2022 		JiangxuLin 0.5009 0.2214 0.2265 0.2821

425

Jun. 15, 2022 		Hakjong 0.5006 0.2249 0.2306 0.2859

426

thomsoren 0.5005 0.2242 0.2298 0.2852

427

May. 28, 2023 		doistha 0.5004 0.2250 0.2317 0.2878

428

Jan. 05, 2021 		rockandroll 0.5003 0.2239 0.2294 0.2849

429

Jan. 01, 2023 		KhuoVie 0.5003 0.2238 0.2293 0.2847

430

Aug. 25, 2020 		bird 0.5002 0.2248 0.2304 0.2862

431

Layotiver 0.5001 0.2240 0.2299 0.2851

432

Dec 19, 2021 		PradaBear 0.5001 0.2236 0.2291 0.2846

433

coangshrimp 0.5000 0.2240 0.2295 0.2850

434

Jun. 06, 2021 		david116711 0.5000 0.2239 0.2294 0.2849

435

morganfang 0.5000 0.2236 0.2291 0.2845

436

jayhwanlee 0.5000 0.2236 0.2291 0.2845

437

XUX 0.5000 0.2236 0.2291 0.2845

438

mysorf 0.4997 0.2237 0.2291 0.2846

439

Dec 23, 2022 		longtruongv 0.4988 0.2232 0.2289 0.2845

440

jppoleb 0.4956 0.2296 0.2415 0.2931

441

Nov. 02, 2022 		ali_c 0.4921 0.2211 0.2268 0.2821

442

Dec 07, 2021 		Yoon 0.4870 0.2194 0.2244 0.2795

443

Mar. 19, 2022 		leemeng 0.4800 0.2150 0.2197 0.2743

444

Apr. 14, 2022 		pevnak 0.4798 0.2136 0.2198 0.2758

445

May. 27, 2026 		aryanaab 0.4794 0.2218 0.2282 0.2802