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

Sept. 08, 2026 		i4never 0.7258 0.3703 0.4088 0.4652

8

SRIN_LAI 0.7257 0.3695 0.4067 0.4632

9

Dec 27, 2022 		tuyendv 0.7256 0.3720 0.4101 0.4660

10

Oct. 05, 2022 		quynhnl 0.7256 0.3720 0.4101 0.4660

11

Sept. 14, 2022 		pengwj 0.7256 0.3720 0.4101 0.4660

12

Jan. 30, 2022 		who_am_I 0.7252 0.3709 0.4089 0.4647

13

Feb. 10, 2022 		Riiid 0.7252 0.3709 0.4089 0.4647

14

Sept. 30, 2026 		jianchunyang 0.7250 0.3703 0.4083 0.4646

15

fangy 0.7249 0.3710 0.4093 0.4655

16

Sept. 07, 2026 		qinzixuan 0.7249 0.3702 0.4080 0.4643

17

JZSAWYER 0.7247 0.3714 0.4094 0.4652

18

lnyue 0.7246 0.3711 0.4091 0.4650

19

Jan. 13, 2022 		SUDA_NLP_HY 0.7244 0.3691 0.4065 0.4627

20

Mar. 04, 2021 		UniUM 0.7243 0.3706 0.4101 0.4644

21

Dec 28, 2021 		rollingUp 0.7242 0.3689 0.4062 0.4624

22

May. 21, 2026 		kemalli 0.7212 0.3678 0.4049 0.4612

23

Feb. 19, 2023 		luzepu 0.7211 0.3676 0.4047 0.4608

24

Dec 26, 2021 		NoParty4PR 0.7210 0.3667 0.4040 0.4602

25

wdacheng 0.7210 0.3654 0.4019 0.4584

26

Feb. 27, 2021 		chenghuige 0.7209 0.3676 0.4040 0.4597

27

Feb. 01, 2023 		kevin_zzh 0.7208 0.3676 0.4046 0.4608

28

Jul. 12, 2026 		koen666 0.7208 0.3675 0.4046 0.4610

29

Feb. 26, 2021 		UNBERT 0.7207 0.3677 0.4041 0.4602

30

phviethoang 0.7201 0.3688 0.4059 0.4617

31

Jan. 19, 2022 		only2233 0.7201 0.3688 0.4059 0.4617

32

Mar. 13, 2026 		mengsong 0.7201 0.3688 0.4059 0.4617

33

Feb. 05, 2023 		cuongnx20190040 0.7201 0.3688 0.4059 0.4617

34

Mar. 20, 2023 		cgw 0.7201 0.3688 0.4059 0.4617

35

May. 19, 2026 		kemalau 0.7199 0.3660 0.4023 0.4587

36

Aug. 24, 2026 		nilan 0.7197 0.3646 0.4022 0.4582

37

Jun. 21, 2021 		wsm_SotA 0.7196 0.3636 0.3998 0.4560

38

Mar. 28, 2026 		wuhao 0.7195 0.3660 0.4025 0.4588

39

Mar. 24, 2023 		mduofg 0.7186 0.3630 0.3989 0.4557

40

Mar. 30, 2026 		lifanyao 0.7185 0.3677 0.4046 0.4605

41

Test_srn_team_rec 0.7184 0.3617 0.3971 0.4541

42

lichenyu 0.7183 0.3632 0.3996 0.4561

43

Apr. 30, 2026 		v1ceversa 0.7179 0.3612 0.3970 0.4536

44

Dec 17, 2021 		rollingUp 0.7175 0.3632 0.3998 0.4562

45

shouju 0.7171 0.3611 0.3964 0.4534

46

ranranran 0.7171 0.3609 0.3966 0.4536

47

wubin 0.7162 0.3628 0.3988 0.4555

48

Dec 09, 2022 		LeonChang 0.7157 0.3612 0.3966 0.4532

49

Jun. 13, 2023 		Yaobink 0.7153 0.3615 0.3978 0.4542

50

Apr. 21, 2026 		overwindows 0.7144 0.3621 0.3975 0.4539

51

Oct. 23, 2020 		wcy419hh 0.7143 0.3616 0.3967 0.4529

52

Oct. 23, 2020 		fuxictr 0.7143 0.3613 0.3964 0.4526

53

Oct. 26, 2022 		xdr 0.7139 0.3591 0.3937 0.4509

54

Jan. 10, 2022 		guody 0.7137 0.3613 0.3962 0.4527

55

May. 06, 2026 		madsrassers 0.7136 0.3596 0.3942 0.4511

56

have_a_try 0.7134 0.3643 0.4002 0.4561

57

Dec 15, 2021 		Lil.Forest 0.7134 0.3591 0.3951 0.4518

58

Apr. 05, 2026 		qianli 0.7127 0.3589 0.3934 0.4502

59

chenyue 0.7124 0.3588 0.3940 0.4507

60

Tingnan 0.7124 0.3582 0.3930 0.4497

61

Mar. 11, 2026 		tienkhoina 0.7122 0.3608 0.3977 0.4543

62

Bonj0ur 0.7118 0.3633 0.3996 0.4556

63

Jan. 14, 2022 		xcdt123 0.7118 0.3584 0.3939 0.4502

64

Nov. 28, 2022 		Rui 0.7116 0.3573 0.3922 0.4489

65

Jan. 12, 2022 		fake_news 0.7116 0.3549 0.3888 0.4461

66

Oct. 23, 2020 		dtsnu 0.7114 0.3568 0.3916 0.4485

67

JunyiChen 0.7113 0.3597 0.3954 0.4518

68

Oct. 23, 2020 		started2givingup 0.7113 0.3585 0.3933 0.4498

69

Feb. 11, 2022 		haibaraqy 0.7112 0.3546 0.3888 0.4458

70

Sept. 27, 2022 		vincentni 0.7108 0.3560 0.3906 0.4473

71

Mar. 01, 2021 		akirasosa 0.7103 0.3539 0.3876 0.4445

72

May. 27, 2021 		SFI 0.7101 0.3577 0.3922 0.4485

73

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

74

Dec 31, 2021 		fake_news 0.7099 0.3579 0.3927 0.4497

75

Jun. 16, 2026 		bannie 0.7099 0.3557 0.3905 0.4473

76

Sept. 10, 2026 		haoranliu 0.7099 0.3553 0.3900 0.4470

77

Oct. 23, 2020 		oahciy 0.7096 0.3540 0.3883 0.4454

78

Oct. 23, 2020 		WONNIU 0.7095 0.3569 0.3916 0.4481

79

Jun. 13, 2021 		wsm_88888888 0.7092 0.3541 0.3881 0.4448

80

Yaobink 0.7088 0.3554 0.3902 0.4470

81

Aug. 10, 2021 		martin_bi 0.7085 0.3581 0.3926 0.4489

82

Jan. 13, 2022 		xcdt123 0.7085 0.3541 0.3885 0.4455

83

Feb. 01, 2021 		codefish 0.7082 0.3560 0.3897 0.4457

84

Sept. 08, 2022 		yujunhao 0.7081 0.3535 0.3866 0.4436

85

tienkhoina 0.7079 0.3559 0.3907 0.4479

86

Aug. 31, 2026 		kengiachan 0.7079 0.3541 0.3888 0.4458

87

jwy 0.7076 0.3564 0.3909 0.4475

88

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

89

Mads_Rasmussen 0.7073 0.3543 0.3882 0.4451

90

haibaraqy 0.7066 0.3526 0.3858 0.4426

91

Oct. 23, 2020 		NoahRS 0.7061 0.3552 0.3895 0.4459

92

Dec 05, 2021 		smhe 0.7060 0.3544 0.3891 0.4457

93

Oct. 19, 2021 		doubleQ 0.7059 0.3514 0.3847 0.4418

94

Jul. 18, 2021 		DistillRec 0.7057 0.3552 0.3896 0.4458

95

Feb. 04, 2021 		littlefile 0.7052 0.3535 0.3869 0.4432

96

Mar. 25, 2026 		ethyl 0.7048 0.3555 0.3909 0.4472

97

Oct. 23, 2020 		Ravox 0.7048 0.3505 0.3845 0.4416

98

sonchuate 0.7047 0.3516 0.3841 0.4406

99

martinmarshall 0.7042 0.3561 0.3901 0.4462

100

Jun. 14, 2021 		guiltrex 0.7038 0.3504 0.3838 0.4408

101

tsrankPh 0.7038 0.3488 0.3814 0.4388

102

Mar. 16, 2022 		veason 0.7033 0.3535 0.3860 0.4429

103

Jun. 24, 2026 		superbabara 0.7033 0.3498 0.3831 0.4399

104

Oct. 23, 2020 		Qinne 0.7032 0.3496 0.3830 0.4397

105

Apr. 27, 2021 		MengyanZhang 0.7031 0.3496 0.3833 0.4403

106

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

107

Mar. 13, 2023 		Ricky 0.7019 0.3470 0.3794 0.4365

108

Jun. 30, 2026 		louisa 0.7018 0.3503 0.3827 0.4399

109

HaoranTan 0.7018 0.3493 0.3824 0.4398

110

Fantasyli 0.7016 0.3482 0.3808 0.4380

111

Feb. 07, 2021 		MIND_Organizer 0.7012 0.3482 0.3808 0.4377

112

Jan. 13, 2023 		mytest 0.7011 0.3446 0.3768 0.4346

113

ganweinan 0.7009 0.3514 0.3856 0.4420

114

Jul. 11, 2022 		lab207_kui 0.7005 0.3475 0.3793 0.4363

115

Nov. 11, 2021 		noah_lijian 0.7004 0.3475 0.3803 0.4374

116

namnguyenba0604 0.6998 0.3468 0.3792 0.4364

117

Jun. 23, 2022 		test_competition 0.6997 0.3473 0.3796 0.4363

118

Feb. 09, 2022 		Kimyungi 0.6993 0.3463 0.3780 0.4352

119

luozhhh 0.6993 0.3457 0.3780 0.4353

120

Nov. 25, 2021 		Coloratura 0.6991 0.3475 0.3793 0.4365

121

Apr. 02, 2026 		vin39 0.6984 0.3440 0.3767 0.4345

122

Oct. 23, 2020 		xyzhang 0.6980 0.3476 0.3814 0.4383

123

Oct. 23, 2020 		YangZhenghong 0.6979 0.3480 0.3809 0.4377

124

Oct. 23, 2020 		gcc_microsoft 0.6979 0.3479 0.3806 0.4373

125

mytest 0.6979 0.3438 0.3755 0.4331

126

Aug. 31, 2022 		chenyipu 0.6978 0.3467 0.3796 0.4366

127

Sept. 21, 2026 		kanru-wang 0.6972 0.3475 0.3817 0.4387

128

lyw 0.6971 0.3445 0.3763 0.4335

129

Mar. 26, 2026 		dulig1902 0.6970 0.3459 0.3774 0.4345

130

Dec 09, 2021 		hawei 0.6969 0.3422 0.3732 0.4309

131

Oct. 23, 2020 		huailei 0.6968 0.3492 0.3812 0.4386

132

Oct. 23, 2020 		hanyan 0.6964 0.3441 0.3764 0.4336

133

Feb. 21, 2021 		Chenbin_Zhang 0.6960 0.3469 0.3791 0.4356

134

Jan. 15, 2022 		h_h_h_h_h_h_ 0.6960 0.3467 0.3793 0.4361

135

kirbyye 0.6960 0.3424 0.3735 0.4312

136

Aug. 31, 2022 		xiaoxiang 0.6959 0.3435 0.3752 0.4321

137

Jun. 20, 2021 		ml4lyfe 0.6957 0.3452 0.3778 0.4350

138

davidpenta 0.6957 0.3425 0.3739 0.4312

139

gittbin 0.6956 0.3441 0.3760 0.4331

140

andrew_the_drawer 0.6956 0.3425 0.3741 0.4317

141

Oct. 23, 2020 		lixmcm 0.6952 0.3438 0.3765 0.4335

142

Jan. 27, 2022 		HerbertOnRoad 0.6952 0.3433 0.3747 0.4317

143

Nov. 30, 2021 		Liangzhuge 0.6951 0.3460 0.3785 0.4353

144

Nov. 12, 2022 		testtesttest 0.6951 0.3452 0.3777 0.4348

145

Oct. 23, 2020 		duchunning 0.6951 0.3428 0.3753 0.4324

146

Oct. 23, 2020 		fanxiaoxing 0.6949 0.3448 0.3770 0.4336

147

Apr. 08, 2021 		libowei 0.6948 0.3456 0.3773 0.4338

148

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

149

Jan. 03, 2021 		Chiu 0.6946 0.3444 0.3759 0.4326

150

Feb. 02, 2021 		Ruixinhua 0.6943 0.3433 0.3748 0.4318

151

Oct. 23, 2020 		overlord 0.6942 0.3445 0.3767 0.4332

152

Apr. 25, 2022 		SunYunLong 0.6941 0.3422 0.3739 0.4311

153

May. 22, 2023 		xiaoxiang 0.6938 0.3423 0.3738 0.4311

154

Oct. 23, 2020 		id500 0.6935 0.3451 0.3773 0.4344

155

husthusthust 0.6935 0.3423 0.3742 0.4310

156

Jan. 18, 2022 		zclfe 0.6934 0.3433 0.3752 0.4322

157

Dec 03, 2020 		msj 0.6932 0.3432 0.3745 0.4312

158

Dec 27, 2021 		christineC2021 0.6932 0.3419 0.3733 0.4303

159

Aug. 19, 2021 		kuailede_cr 0.6931 0.3424 0.3738 0.4309

160

Dec 01, 2021 		smhe 0.6930 0.3459 0.3781 0.4347

161

ctthong18 0.6926 0.3457 0.3779 0.4345

162

Jun. 20, 2021 		wsm_victor 0.6926 0.3441 0.3762 0.4325

163

Jun. 20, 2021 		JamesCYL 0.6926 0.3441 0.3762 0.4325

164

Jul. 31, 2022 		Jiawei_ust 0.6926 0.3415 0.3731 0.4298

165

Apr. 24, 2021 		chenyipu 0.6925 0.3416 0.3731 0.4304

166

mango_yx 0.6925 0.3395 0.3712 0.4289

167

Oct. 23, 2020 		Ironball 0.6923 0.3440 0.3778 0.4351

168

Feb. 28, 2023 		MEM 0.6922 0.3385 0.3704 0.4280

169

Sept. 17, 2022 		Area 0.6918 0.3412 0.3722 0.4297

170

LLC 0.6918 0.3407 0.3719 0.4288

171

Apr. 13, 2021 		peijie 0.6918 0.3393 0.3708 0.4282

172

Oct. 27, 2022 		xiezheyong 0.6917 0.3432 0.3744 0.4314

173

Nov. 18, 2021 		zwt 0.6917 0.3415 0.3728 0.4305

174

Jun. 19, 2021 		breezedeus 0.6915 0.3409 0.3723 0.4296

175

Nov. 09, 2021 		Tmail 0.6912 0.3425 0.3733 0.4301

176

Dec 18, 2021 		Zongzhihan 0.6912 0.3421 0.3731 0.4306

177

Oct. 23, 2020 		fit4you 0.6910 0.3413 0.3732 0.4307

178

Feb. 06, 2023 		kiennt10 0.6908 0.3392 0.3706 0.4281

179

nhom1_kpw 0.6906 0.3493 0.3822 0.4380

180

forest 0.6905 0.3389 0.3698 0.4272

181

Mar. 15, 2022 		xyqq 0.6904 0.3398 0.3712 0.4285

182

Jun. 17, 2021 		QQs 0.6903 0.3419 0.3735 0.4299

183

Oct. 23, 2020 		AndreaChao 0.6903 0.3413 0.3727 0.4299

184

Jun. 17, 2021 		Bravooo 0.6902 0.3419 0.3735 0.4299

185

Dec 01, 2021 		hhhhh 0.6902 0.3412 0.3730 0.4297

186

Nov. 30, 2021 		destinylu 0.6902 0.3412 0.3730 0.4297

187

Oct. 23, 2020 		Ivy 0.6901 0.3414 0.3726 0.4299

188

jiarui 0.6900 0.3405 0.3714 0.4285

189

Jun. 21, 2021 		wsm_EasternHarvard 0.6899 0.3385 0.3685 0.4255

190

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

191

Jan. 25, 2021 		Nick1998 0.6897 0.3380 0.3686 0.4258

192

Jun. 02, 2022 		laiping 0.6893 0.3383 0.3687 0.4263

193

YJH0804 0.6893 0.3373 0.3679 0.4253

194

Oct. 23, 2020 		changebin 0.6888 0.3396 0.3706 0.4273

195

Jan. 12, 2021 		saltyfish 0.6886 0.3357 0.3667 0.4239

196

Sept. 18, 2026 		vubsss 0.6885 0.3422 0.3730 0.4290

197

Jun. 20, 2021 		Sony 0.6884 0.3382 0.3690 0.4255

198

Jun. 19, 2021 		chuyueh 0.6882 0.3398 0.3709 0.4273

199

Apr. 21, 2023 		Yuemiao 0.6881 0.3425 0.3741 0.4306

200

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

201

Dec 31, 2021 		wzz2579421845 0.6878 0.3386 0.3695 0.4261

202

Jiyounglee 0.6878 0.3371 0.3677 0.4253

203

May. 02, 2023 		maiph 0.6876 0.3377 0.3685 0.4253

204

Apr. 17, 2022 		jiangyt 0.6874 0.3391 0.3705 0.4275

205

Jan. 28, 2021 		kkq10466 0.6872 0.3359 0.3665 0.4239

206

xbj 0.6872 0.3352 0.3656 0.4232

207

Sept. 01, 2020 		yupei 0.6867 0.3404 0.3721 0.4288

208

Sept. 02, 2021 		ReleaseWang 0.6867 0.3372 0.3674 0.4248

209

May. 08, 2026 		yufan 0.6866 0.3365 0.3664 0.4242

210

Jan. 15, 2021 		fzy37920 0.6866 0.3357 0.3664 0.4236

211

Feb. 22, 2021 		qxe34517 0.6866 0.3344 0.3651 0.4226

212

Sept. 24, 2021 		HJS_TJU 0.6865 0.3377 0.3681 0.4252

213

Jan. 04, 2021 		alexchiu 0.6864 0.3360 0.3659 0.4234

214

May. 24, 2022 		Whonor 0.6863 0.3371 0.3674 0.4245

215

Sept. 01, 2020 		majinc 0.6862 0.3397 0.3705 0.4274

216

Oct. 23, 2020 		Tsar 0.6862 0.3374 0.3676 0.4253

217

Jan. 29, 2021 		Spring_945 0.6861 0.3379 0.3689 0.4256

218

Jan. 02, 2021 		NAML 0.6861 0.3377 0.3688 0.4260

219

Nov. 20, 2020 		ConnollyLeon 0.6860 0.3363 0.3668 0.4237

220

Mar. 31, 2022 		DengLi 0.6859 0.3385 0.3688 0.4260

221

Jan. 05, 2022 		nhom5 0.6858 0.3369 0.3676 0.4249

222

Jun. 19, 2021 		tingting0119 0.6858 0.3358 0.3664 0.4234

223

Mar. 19, 2026 		lelele 0.6856 0.3384 0.3689 0.4262

224

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

225

Nov. 26, 2022 		PekingXJL 0.6854 0.3367 0.3676 0.4247

226

Mar. 05, 2026 		zyy_catcat 0.6854 0.3331 0.3622 0.4199

227

Jul. 21, 2021 		csb266 0.6853 0.3377 0.3678 0.4247

228

Feb. 10, 2021 		ybm15387 0.6851 0.3322 0.3624 0.4201

229

Mar. 31, 2023 		lyw 0.6850 0.3278 0.3557 0.4146

230

Dec 27, 2021 		Group_1_IT4613_20211_HUST 0.6848 0.3367 0.3672 0.4242

231

Jan. 10, 2022 		Jyonn 0.6846 0.3405 0.3717 0.4282

232

Aug. 04, 2022 		ShangxiWu 0.6846 0.3383 0.3699 0.4270

233

Oct. 23, 2020 		heroddaji 0.6845 0.3376 0.3677 0.4244

234

Dec 25, 2022 		ducchudinh 0.6844 0.3363 0.3670 0.4238

235

Dec 13, 2021 		LURM 0.6844 0.3361 0.3654 0.4229

236

TianTian_Zhang 0.6841 0.3355 0.3662 0.4232

237

khanh 0.6838 0.3339 0.3634 0.4210

238

aditya117b 0.6838 0.3330 0.3612 0.4187

239

Feb. 07, 2023 		nghgphi 0.6837 0.3358 0.3662 0.4233

240

Feb. 03, 2021 		Cora 0.6836 0.3356 0.3665 0.4235

241

Oct. 25, 2020 		faysir 0.6836 0.3343 0.3644 0.4219

242

huynx1190M 0.6835 0.3360 0.3663 0.4230

243

Aug. 27, 2020 		CyberFish 0.6834 0.3373 0.3683 0.4258

244

May. 20, 2022 		LPP 0.6834 0.3330 0.3622 0.4198

245

zhihaoxu 0.6833 0.3358 0.3659 0.4229

246

siyuanssss 0.6833 0.3343 0.3650 0.4219

247

Dec 01, 2021 		NoParty4PR 0.6832 0.3358 0.3644 0.4214

248

Feb. 10, 2021 		xqu19316 0.6832 0.3324 0.3623 0.4200

249

Oct. 23, 2020 		again_and_again 0.6828 0.3365 0.3665 0.4240

250

dvesely 0.6828 0.3349 0.3654 0.4227

251

Feb. 01, 2021 		Codle 0.6828 0.3347 0.3648 0.4219

252

Oct. 23, 2020 		xinghuaz 0.6827 0.3385 0.3691 0.4259

253

Aug. 28, 2020 		amgis3 0.6827 0.3320 0.3615 0.4196

254

Jun. 15, 2021 		wsm_baseline 0.6824 0.3351 0.3656 0.4225

255

Dec 26, 2021 		hieunm 0.6823 0.3326 0.3630 0.4203

256

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

257

Nov. 05, 2021 		raingstar 0.6820 0.3353 0.3660 0.4226

258

airi-lategame 0.6818 0.3338 0.3637 0.4213

259

huy40025071 0.6817 0.3355 0.3659 0.4235

260

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

261

Oct. 23, 2020 		dengjia284 0.6814 0.3325 0.3614 0.4192

262

hoangnn 0.6813 0.3331 0.3617 0.4191

263

Nhom1RecSys-Fastformer 0.6813 0.3331 0.3617 0.4191

264

Feb. 16, 2022 		feature 0.6812 0.3379 0.3690 0.4257

265

Jun. 16, 2022 		pstkim 0.6812 0.3350 0.3650 0.4224

266

Mar. 25, 2022 		TH_KIM 0.6810 0.3322 0.3624 0.4200

267

Sept. 19, 2021 		clilyn 0.6809 0.3371 0.3675 0.4243

268

Oct. 23, 2020 		ustc_jingang 0.6809 0.3337 0.3633 0.4208

269

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

270

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

271

Feb. 19, 2022 		unchat 0.6803 0.3334 0.3633 0.4205

272

Aug. 27, 2021 		yangyongqiang1 0.6800 0.3337 0.3638 0.4207

273

Oct. 23, 2020 		qqyysg 0.6799 0.3336 0.3644 0.4213

274

madmoon 0.6799 0.3316 0.3595 0.4175

275

Mar. 15, 2021 		hvv 0.6798 0.3352 0.3655 0.4223

276

Mar. 01, 2021 		hapoyige 0.6793 0.3341 0.3647 0.4215

277

Nov. 13, 2020 		YHu 0.6790 0.3338 0.3624 0.4192

278

Jan. 17, 2023 		anhductn2001 0.6789 0.3343 0.3646 0.4215

279

Jul. 25, 2021 		LiJT 0.6789 0.3321 0.3621 0.4188

280

Nov. 30, 2020 		finegrained 0.6787 0.3346 0.3653 0.4221

281

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

282

Mar. 25, 2021 		wangwenhua 0.6785 0.3316 0.3611 0.4181

283

May. 13, 2026 		hhhhh123456 0.6785 0.3312 0.3609 0.4178

284

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

285

Mar. 24, 2023 		teopapad92 0.6780 0.3292 0.3586 0.4163

286

May. 26, 2021 		xuhongqing 0.6779 0.3287 0.3567 0.4140

287

Mar. 17, 2026 		yifanlan 0.6778 0.3282 0.3572 0.4150

288

Mar. 07, 2022 		fyzl 0.6776 0.3339 0.3640 0.4213

289

Oct. 23, 2020 		simple2better 0.6766 0.3311 0.3609 0.4184

290

Sept. 18, 2026 		apollo19 0.6766 0.3293 0.3575 0.4151

291

Oct. 23, 2020 		shahnawaz 0.6766 0.3282 0.3576 0.4149

292

Apr. 11, 2021 		hmguo 0.6763 0.3297 0.3591 0.4163

293

garbcollec 0.6758 0.3331 0.3626 0.4188

294

Feb. 03, 2021 		Autumn 0.6754 0.3292 0.3581 0.4154

295

trankhiem 0.6751 0.3314 0.3614 0.4186

296

hungmd321 0.6751 0.3314 0.3614 0.4186

297

Jun. 19, 2021 		wsm_KoreaMoos 0.6748 0.3285 0.3569 0.4140

298

Feb. 14, 2023 		KTH_CS3 0.6740 0.3313 0.3607 0.4178

299

Jan. 01, 2022 		TranAnhVuNhom7 0.6738 0.3288 0.3570 0.4135

300

Mar. 02, 2022 		ZgDaMoWang 0.6738 0.3284 0.3571 0.4141

301

Jun. 09, 2022 		whitepurple 0.6735 0.3292 0.3573 0.4144

302

Jun. 16, 2022 		DICELab 0.6735 0.3292 0.3573 0.4144

303

Feb. 07, 2023 		vietpt 0.6733 0.3264 0.3549 0.4120

304

mrbighead 0.6730 0.3248 0.3528 0.4102

305

thuantop2003 0.6728 0.3259 0.3541 0.4115

306

Jun. 02, 2022 		cevahir 0.6725 0.3242 0.3519 0.4100

307

hungbuile04 0.6725 0.3241 0.3533 0.4108

308

Ngoc_06 0.6718 0.3225 0.3498 0.4077

309

Oct. 23, 2020 		zidane4ever21 0.6710 0.3236 0.3523 0.4093

310

chenyiqing 0.6710 0.3235 0.3511 0.4090

311

Sept. 08, 2022 		bboylyg 0.6709 0.3266 0.3546 0.4117

312

Jun. 20, 2021 		jaing885 0.6708 0.3256 0.3532 0.4105

313

Mar. 18, 2026 		peramor 0.6706 0.3260 0.3529 0.4101

314

Apr. 09, 2021 		ab25 0.6705 0.3228 0.3504 0.4083

315

Dec 28, 2021 		nhom5-nrms 0.6702 0.3241 0.3520 0.4096

316

Feb. 09, 2021 		OpenMind 0.6700 0.3277 0.3559 0.4130

317

Sept. 16, 2026 		shivek_gupta 0.6699 0.3322 0.3606 0.4168

318

Feb. 14, 2023 		richard007 0.6693 0.3283 0.3572 0.4141

319

Feb. 13, 2023 		khuongvd2k 0.6693 0.3283 0.3572 0.4141

320

Sept. 10, 2026 		shamboroy 0.6692 0.3332 0.3613 0.4172

321

Sept. 20, 2026 		nitinnair 0.6692 0.3332 0.3613 0.4172

322

Oct. 23, 2020 		dust 0.6691 0.3267 0.3539 0.4109

323

Jun. 06, 2021 		shuix007 0.6689 0.3225 0.3499 0.4079

324

Apr. 04, 2021 		Rachelxuan11 0.6687 0.3254 0.3525 0.4096

325

mduofg 0.6676 0.3265 0.3554 0.4120

326

ab 0.6675 0.3251 0.3533 0.4106

327

Sept. 19, 2026 		aryanmishra777 0.6672 0.3235 0.3500 0.4072

328

Feb. 21, 2023 		NamFam 0.6660 0.3234 0.3504 0.4076

329

Mar. 17, 2021 		jazzzminewang 0.6659 0.3236 0.3502 0.4074

330

marktang 0.6655 0.3210 0.3474 0.4044

331

Sept. 18, 2026 		flexwheeler 0.6650 0.3311 0.3596 0.4155

332

dxdiag 0.6646 0.3321 0.3612 0.4170

333

Nov. 28, 2020 		TJ_Arthur 0.6646 0.3185 0.3460 0.4046

334

Jan. 28, 2022 		testtest 0.6640 0.3201 0.3479 0.4050

335

Feb. 13, 2023 		Namngo 0.6638 0.3242 0.3522 0.4093

336

Feb. 12, 2021 		akjindal53244 0.6638 0.3191 0.3466 0.4042

337

Jan. 22, 2022 		yma2 0.6635 0.3205 0.3460 0.4036

338

Jan. 04, 2022 		phucvh183608 0.6633 0.3190 0.3464 0.4038

339

Oct. 23, 2022 		zhangy7738 0.6632 0.3188 0.3451 0.4027

340

xiaxuan 0.6629 0.3180 0.3438 0.4014

341

jybdscvubyesc 0.6620 0.3197 0.3466 0.4039

342

Nov. 28, 2022 		AdarshMIND 0.6618 0.3197 0.3461 0.4038

343

Jan. 12, 2021 		freddy_2077 0.6614 0.3205 0.3473 0.4042

344

phu.ict4138 0.6612 0.3219 0.3489 0.4064

345

Dec 13, 2021 		hustnhom7 0.6605 0.3181 0.3435 0.4009

346

Sept. 19, 2026 		s0han24 0.6601 0.3268 0.3536 0.4093

347

Sept. 22, 2026 		aryanil 0.6601 0.3268 0.3536 0.4093

348

Aug. 20, 2026 		kartik_gupta 0.6597 0.3285 0.3564 0.4118

349

Sept. 14, 2026 		matthaider955 0.6596 0.3256 0.3528 0.4087

350

Apr. 28, 2021 		Hieulm 0.6594 0.3169 0.3436 0.4005

351

May. 12, 2023 		zy0055 0.6593 0.3141 0.3410 0.3994

352

Jun. 07, 2023 		wujie 0.6582 0.3167 0.3429 0.4005

353

Mar. 22, 2021 		pd 0.6575 0.3189 0.3458 0.4025

354

Mar. 25, 2021 		xulongteng 0.6571 0.3179 0.3446 0.4014

355

Jan. 29, 2021 		Silence 0.6570 0.3141 0.3384 0.3967

356

duong 0.6569 0.3177 0.3425 0.4000

357

Aug. 23, 2026 		wizard_king 0.6567 0.3235 0.3495 0.4054

358

Oct. 23, 2020 		aqweteddy 0.6566 0.3173 0.3425 0.3989

359

Aug. 28, 2026 		sherley_sonali 0.6563 0.3215 0.3486 0.4059

360

Feb. 13, 2023 		khuong5trieu 0.6554 0.3198 0.3467 0.4035

361

Oct. 23, 2020 		xcw 0.6554 0.3172 0.3434 0.4000

362

Aug. 22, 2026 		nihargu 0.6552 0.3235 0.3504 0.4060

363

Jun. 02, 2021 		wsm_Mark4PM 0.6550 0.3150 0.3406 0.3982

364

Jan. 04, 2022 		TranAnhVuNhom7 0.6548 0.3125 0.3381 0.3953

365

Mar. 02, 2021 		christineC2021_1 0.6546 0.3133 0.3389 0.3963

366

Aug. 25, 2026 		shubham749 0.6544 0.3211 0.3464 0.4023

367

Mar. 07, 2021 		jingqinghe 0.6543 0.3166 0.3428 0.3995

368

Mar. 03, 2026 		tingnanliu1 0.6529 0.3059 0.3298 0.3884

369

Apr. 25, 2021 		ThachAnh 0.6524 0.3128 0.3370 0.3950

370

Sept. 19, 2026 		shraw_06 0.6523 0.3126 0.3363 0.3936

371

Mar. 07, 2021 		mapingshuo 0.6521 0.3147 0.3408 0.3978

372

weiyezhimeng 0.6520 0.3114 0.3341 0.3921

373

trongnd106 0.6510 0.3168 0.3427 0.3994

374

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

375

Oct. 23, 2020 		drew 0.6486 0.3087 0.3333 0.3905

376

Jun. 10, 2021 		changecandy 0.6481 0.3114 0.3352 0.3922

377

Nov. 13, 2021 		KGN 0.6465 0.3085 0.3322 0.3897

378

Jan. 25, 2021 		cynricshu 0.6454 0.3000 0.3218 0.3811

379

Feb. 13, 2023 		huongnv 0.6451 0.3069 0.3306 0.3883

380

ductaingn 0.6433 0.3009 0.3257 0.3848

381

nguyennam2025 0.6426 0.3115 0.3362 0.3929

382

minhndn 0.6425 0.3054 0.3286 0.3875

383

Feb. 04, 2022 		yjin48 0.6402 0.3010 0.3225 0.3802

384

Jyonn 0.6388 0.3071 0.3316 0.3892

385

Anis 0.6365 0.3022 0.3267 0.3839

386

Nov. 21, 2021 		surupendu 0.6363 0.2987 0.3206 0.3781

387

Aug. 10, 2021 		tj2364 0.6354 0.2986 0.3205 0.3784

388

MengTong 0.6350 0.3007 0.3249 0.3821

389

Aug. 27, 2020 		gaojx 0.6342 0.3112 0.3358 0.3919

390

Apr. 27, 2023 		zxpyouming 0.6340 0.3008 0.3219 0.3790

391

gminh1503 0.6315 0.2993 0.3211 0.3790

392

dylanqi 0.6294 0.2977 0.3207 0.3782

393

vancurv 0.6287 0.3027 0.3264 0.3828

394

dangptpt 0.6286 0.2942 0.3148 0.3727

395

Feb. 23, 2021 		TerryMa 0.6251 0.2919 0.3141 0.3718

396

zy0055 0.6243 0.2901 0.3093 0.3669

397

trung061204 0.6209 0.2870 0.3097 0.3687

398

Jan. 23, 2021 		ifan 0.6204 0.2847 0.3039 0.3625

399

Jan. 25, 2022 		miabao 0.6174 0.2882 0.3059 0.3646

400

Dec 01, 2021 		Lil.Forest 0.6172 0.2910 0.3126 0.3699

401

Jun. 19, 2021 		WSM_winwin 0.6166 0.2949 0.3166 0.3730

402

pavt1024 0.6010 0.2877 0.3057 0.3612

403

Oct. 23, 2020 		tcchiang 0.5950 0.2794 0.2974 0.3551

404

Dec 09, 2022 		cmchen 0.5942 0.2744 0.2899 0.3464

405

KennyW 0.5942 0.2742 0.2898 0.3458

406

Dec 04, 2021 		saran_pandian 0.5861 0.2717 0.2877 0.3448

407

Mar. 05, 2021 		Mluleki 0.5848 0.2641 0.2778 0.3352

408

Aug. 26, 2020 		learner 0.5847 0.2648 0.2786 0.3361

409

Dec 17, 2021 		psasikarn 0.5825 0.2731 0.2885 0.3448

410

Jan. 28, 2022 		liwencong 0.5821 0.2626 0.2759 0.3341

411

Trong 0.5809 0.2738 0.2889 0.3446

412

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

413

sim 0.5711 0.2596 0.2715 0.3293

414

Jun. 07, 2021 		chang861224 0.5703 0.2769 0.2945 0.3495

415

Jun. 15, 2022 		group_5 0.5680 0.2575 0.2698 0.3268

416

Feb. 12, 2021 		lwj 0.5519 0.2469 0.2573 0.3136

417

lx600 0.5449 0.2443 0.2552 0.3117

418

Jan. 05, 2022 		shoemaker 0.5397 0.2475 0.2574 0.3135

419

youn97 0.5379 0.2458 0.2566 0.3128

420

ashok03 0.5310 0.2387 0.2468 0.3023

421

Jun. 01, 2021 		YJack0000 0.5246 0.2364 0.2422 0.2990

422

dangkh 0.5227 0.2381 0.2427 0.2973

423

May. 13, 2021 		Brucenccu 0.5221 0.2328 0.2380 0.2938

424

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

425

Mar. 04, 2022 		vancurv 0.5218 0.2370 0.2415 0.2961

426

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

427

Jan. 06, 2021 		zichongli 0.5183 0.2348 0.2427 0.2983

428

Aug. 24, 2020 		cs880141 0.5180 0.2327 0.2395 0.2953

429

Jan. 06, 2021 		xhran2011 0.5170 0.2339 0.2416 0.2972

430

Jan. 06, 2021 		xhran2010 0.5170 0.2339 0.2416 0.2972

431

Mar. 15, 2022 		usydnlp 0.5167 0.2375 0.2452 0.2998

432

May. 24, 2023 		beckersense 0.5158 0.2336 0.2383 0.2932

433

NijiaMo 0.5144 0.2308 0.2381 0.2942

434

Jan. 18, 2021 		christineC2021_2 0.5130 0.2296 0.2363 0.2924

435

Dec 05, 2021 		jingda_yu 0.5127 0.2299 0.2337 0.2893

436

Aug. 16, 2022 		lsx_0816 0.5108 0.2268 0.2328 0.2885

437

Apr. 04, 2022 		jkrse 0.5060 0.2249 0.2309 0.2869

438

Aug. 26, 2020 		cdj0311 0.5059 0.2290 0.2350 0.2900

439

Jun. 15, 2022 		pneuma 0.5058 0.2274 0.2339 0.2899

440

Aug. 18, 2022 		JiangxuLin 0.5023 0.2244 0.2302 0.2858

441

Jun. 18, 2021 		DaveWuuu 0.5020 0.2236 0.2310 0.2872

442

May. 05, 2022 		Jingqi_wang 0.5018 0.2269 0.2335 0.2886

443

Aug. 26, 2020 		zhoubang1 0.5009 0.2256 0.2316 0.2869

444

Sept. 02, 2022 		JiangxuLin 0.5009 0.2214 0.2265 0.2821

445

Jun. 15, 2022 		Hakjong 0.5006 0.2249 0.2306 0.2859

446

thomsoren 0.5005 0.2242 0.2298 0.2852

447

May. 28, 2023 		doistha 0.5004 0.2250 0.2317 0.2878

448

Jan. 05, 2021 		rockandroll 0.5003 0.2239 0.2294 0.2849

449

Jan. 01, 2023 		KhuoVie 0.5003 0.2238 0.2293 0.2847

450

Aug. 25, 2020 		bird 0.5002 0.2248 0.2304 0.2862

451

Layotiver 0.5001 0.2240 0.2299 0.2851

452

Dec 19, 2021 		PradaBear 0.5001 0.2236 0.2291 0.2846

453

coangshrimp 0.5000 0.2240 0.2295 0.2850

454

Jun. 06, 2021 		david116711 0.5000 0.2239 0.2294 0.2849

455

morganfang 0.5000 0.2236 0.2291 0.2845

456

jayhwanlee 0.5000 0.2236 0.2291 0.2845

457

XUX 0.5000 0.2236 0.2291 0.2845

458

mysorf 0.4997 0.2237 0.2291 0.2846

459

Dec 23, 2022 		longtruongv 0.4988 0.2232 0.2289 0.2845

460

jppoleb 0.4956 0.2296 0.2415 0.2931

461

Nov. 02, 2022 		ali_c 0.4921 0.2211 0.2268 0.2821

462

Dec 07, 2021 		Yoon 0.4870 0.2194 0.2244 0.2795

463

Mar. 19, 2022 		leemeng 0.4800 0.2150 0.2197 0.2743

464

Apr. 14, 2022 		pevnak 0.4798 0.2136 0.2198 0.2758