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

Aug. 18, 2026 		i4never 0.7231 0.3665 0.4039 0.4607

20

Aug. 29, 2026 		jianchunyang 0.7226 0.3691 0.4066 0.4629

21

May. 21, 2026 		kemalli 0.7212 0.3678 0.4049 0.4612

22

Feb. 19, 2023 		luzepu 0.7211 0.3676 0.4047 0.4608

23

Dec 26, 2021 		NoParty4PR 0.7210 0.3667 0.4040 0.4602

24

wdacheng 0.7210 0.3654 0.4019 0.4584

25

Feb. 27, 2021 		chenghuige 0.7209 0.3676 0.4040 0.4597

26

Feb. 01, 2023 		kevin_zzh 0.7208 0.3676 0.4046 0.4608

27

Jul. 12, 2026 		koen666 0.7208 0.3675 0.4046 0.4610

28

Feb. 26, 2021 		UNBERT 0.7207 0.3677 0.4041 0.4602

29

phviethoang 0.7201 0.3688 0.4059 0.4617

30

Jan. 19, 2022 		only2233 0.7201 0.3688 0.4059 0.4617

31

Mar. 13, 2026 		mengsong 0.7201 0.3688 0.4059 0.4617

32

Feb. 05, 2023 		cuongnx20190040 0.7201 0.3688 0.4059 0.4617

33

Mar. 20, 2023 		cgw 0.7201 0.3688 0.4059 0.4617

34

May. 19, 2026 		kemalau 0.7199 0.3660 0.4023 0.4587

35

Aug. 24, 2026 		nilan 0.7197 0.3646 0.4022 0.4582

36

Jun. 21, 2021 		wsm_SotA 0.7196 0.3636 0.3998 0.4560

37

Mar. 28, 2026 		wuhao 0.7195 0.3660 0.4025 0.4588

38

Mar. 24, 2023 		mduofg 0.7186 0.3630 0.3989 0.4557

39

Mar. 30, 2026 		lifanyao 0.7185 0.3677 0.4046 0.4605

40

Test_srn_team_rec 0.7184 0.3617 0.3971 0.4541

41

lichenyu 0.7183 0.3632 0.3996 0.4561

42

Apr. 30, 2026 		v1ceversa 0.7179 0.3612 0.3970 0.4536

43

Dec 17, 2021 		rollingUp 0.7175 0.3632 0.3998 0.4562

44

shouju 0.7171 0.3611 0.3964 0.4534

45

ranranran 0.7171 0.3609 0.3966 0.4536

46

wubin 0.7162 0.3628 0.3988 0.4555

47

Dec 09, 2022 		LeonChang 0.7157 0.3612 0.3966 0.4532

48

Jun. 13, 2023 		Yaobink 0.7153 0.3615 0.3978 0.4542

49

Apr. 21, 2026 		overwindows 0.7144 0.3621 0.3975 0.4539

50

Oct. 23, 2020 		wcy419hh 0.7143 0.3616 0.3967 0.4529

51

Oct. 23, 2020 		fuxictr 0.7143 0.3613 0.3964 0.4526

52

Oct. 26, 2022 		xdr 0.7139 0.3591 0.3937 0.4509

53

Jan. 10, 2022 		guody 0.7137 0.3613 0.3962 0.4527

54

May. 06, 2026 		madsrassers 0.7136 0.3596 0.3942 0.4511

55

have_a_try 0.7134 0.3643 0.4002 0.4561

56

Dec 15, 2021 		Lil.Forest 0.7134 0.3591 0.3951 0.4518

57

Apr. 05, 2026 		qianli 0.7127 0.3589 0.3934 0.4502

58

chenyue 0.7124 0.3588 0.3940 0.4507

59

Tingnan 0.7124 0.3582 0.3930 0.4497

60

Mar. 11, 2026 		tienkhoina 0.7122 0.3608 0.3977 0.4543

61

Bonj0ur 0.7118 0.3633 0.3996 0.4556

62

Jan. 14, 2022 		xcdt123 0.7118 0.3584 0.3939 0.4502

63

Nov. 28, 2022 		Rui 0.7116 0.3573 0.3922 0.4489

64

Jan. 12, 2022 		fake_news 0.7116 0.3549 0.3888 0.4461

65

Oct. 23, 2020 		dtsnu 0.7114 0.3568 0.3916 0.4485

66

JunyiChen 0.7113 0.3597 0.3954 0.4518

67

Oct. 23, 2020 		started2givingup 0.7113 0.3585 0.3933 0.4498

68

Feb. 11, 2022 		haibaraqy 0.7112 0.3546 0.3888 0.4458

69

Sept. 27, 2022 		vincentni 0.7108 0.3560 0.3906 0.4473

70

Mar. 01, 2021 		akirasosa 0.7103 0.3539 0.3876 0.4445

71

May. 27, 2021 		SFI 0.7101 0.3577 0.3922 0.4485

72

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

73

Dec 31, 2021 		fake_news 0.7099 0.3579 0.3927 0.4497

74

Jun. 16, 2026 		bannie 0.7099 0.3557 0.3905 0.4473

75

Oct. 23, 2020 		oahciy 0.7096 0.3540 0.3883 0.4454

76

Oct. 23, 2020 		WONNIU 0.7095 0.3569 0.3916 0.4481

77

Jun. 13, 2021 		wsm_88888888 0.7092 0.3541 0.3881 0.4448

78

Yaobink 0.7088 0.3554 0.3902 0.4470

79

Aug. 10, 2021 		martin_bi 0.7085 0.3581 0.3926 0.4489

80

Jan. 13, 2022 		xcdt123 0.7085 0.3541 0.3885 0.4455

81

Feb. 01, 2021 		codefish 0.7082 0.3560 0.3897 0.4457

82

Sept. 08, 2022 		yujunhao 0.7081 0.3535 0.3866 0.4436

83

tienkhoina 0.7079 0.3559 0.3907 0.4479

84

Aug. 31, 2026 		kengiachan 0.7079 0.3541 0.3888 0.4458

85

jwy 0.7076 0.3564 0.3909 0.4475

86

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

87

Mads_Rasmussen 0.7073 0.3543 0.3882 0.4451

88

haibaraqy 0.7066 0.3526 0.3858 0.4426

89

Oct. 23, 2020 		NoahRS 0.7061 0.3552 0.3895 0.4459

90

Dec 05, 2021 		smhe 0.7060 0.3544 0.3891 0.4457

91

Oct. 19, 2021 		doubleQ 0.7059 0.3514 0.3847 0.4418

92

Jul. 18, 2021 		DistillRec 0.7057 0.3552 0.3896 0.4458

93

Feb. 04, 2021 		littlefile 0.7052 0.3535 0.3869 0.4432

94

Mar. 25, 2026 		ethyl 0.7048 0.3555 0.3909 0.4472

95

Oct. 23, 2020 		Ravox 0.7048 0.3505 0.3845 0.4416

96

sonchuate 0.7047 0.3516 0.3841 0.4406

97

martinmarshall 0.7042 0.3561 0.3901 0.4462

98

Jun. 14, 2021 		guiltrex 0.7038 0.3504 0.3838 0.4408

99

tsrankPh 0.7038 0.3488 0.3814 0.4388

100

Mar. 16, 2022 		veason 0.7033 0.3535 0.3860 0.4429

101

Jun. 24, 2026 		superbabara 0.7033 0.3498 0.3831 0.4399

102

Oct. 23, 2020 		Qinne 0.7032 0.3496 0.3830 0.4397

103

Apr. 27, 2021 		MengyanZhang 0.7031 0.3496 0.3833 0.4403

104

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

105

Mar. 13, 2023 		Ricky 0.7019 0.3470 0.3794 0.4365

106

Jun. 30, 2026 		louisa 0.7018 0.3503 0.3827 0.4399

107

HaoranTan 0.7018 0.3493 0.3824 0.4398

108

Fantasyli 0.7016 0.3482 0.3808 0.4380

109

Feb. 07, 2021 		MIND_Organizer 0.7012 0.3482 0.3808 0.4377

110

Jan. 13, 2023 		mytest 0.7011 0.3446 0.3768 0.4346

111

ganweinan 0.7009 0.3514 0.3856 0.4420

112

Aug. 29, 2026 		qinzixuan 0.7009 0.3489 0.3807 0.4381

113

Jul. 11, 2022 		lab207_kui 0.7005 0.3475 0.3793 0.4363

114

Nov. 11, 2021 		noah_lijian 0.7004 0.3475 0.3803 0.4374

115

namnguyenba0604 0.6998 0.3468 0.3792 0.4364

116

Jun. 23, 2022 		test_competition 0.6997 0.3473 0.3796 0.4363

117

Feb. 09, 2022 		Kimyungi 0.6993 0.3463 0.3780 0.4352

118

luozhhh 0.6993 0.3457 0.3780 0.4353

119

Nov. 25, 2021 		Coloratura 0.6991 0.3475 0.3793 0.4365

120

Apr. 02, 2026 		vin39 0.6984 0.3440 0.3767 0.4345

121

Oct. 23, 2020 		xyzhang 0.6980 0.3476 0.3814 0.4383

122

Oct. 23, 2020 		YangZhenghong 0.6979 0.3480 0.3809 0.4377

123

Oct. 23, 2020 		gcc_microsoft 0.6979 0.3479 0.3806 0.4373

124

mytest 0.6979 0.3438 0.3755 0.4331

125

Aug. 31, 2022 		chenyipu 0.6978 0.3467 0.3796 0.4366

126

lyw 0.6971 0.3445 0.3763 0.4335

127

Mar. 26, 2026 		dulig1902 0.6970 0.3459 0.3774 0.4345

128

Dec 09, 2021 		hawei 0.6969 0.3422 0.3732 0.4309

129

Oct. 23, 2020 		huailei 0.6968 0.3492 0.3812 0.4386

130

Oct. 23, 2020 		hanyan 0.6964 0.3441 0.3764 0.4336

131

Feb. 21, 2021 		Chenbin_Zhang 0.6960 0.3469 0.3791 0.4356

132

Jan. 15, 2022 		h_h_h_h_h_h_ 0.6960 0.3467 0.3793 0.4361

133

kirbyye 0.6960 0.3424 0.3735 0.4312

134

Aug. 31, 2022 		xiaoxiang 0.6959 0.3435 0.3752 0.4321

135

Jun. 20, 2021 		ml4lyfe 0.6957 0.3452 0.3778 0.4350

136

davidpenta 0.6957 0.3425 0.3739 0.4312

137

gittbin 0.6956 0.3441 0.3760 0.4331

138

andrew_the_drawer 0.6956 0.3425 0.3741 0.4317

139

Oct. 23, 2020 		lixmcm 0.6952 0.3438 0.3765 0.4335

140

Jan. 27, 2022 		HerbertOnRoad 0.6952 0.3433 0.3747 0.4317

141

Nov. 30, 2021 		Liangzhuge 0.6951 0.3460 0.3785 0.4353

142

Nov. 12, 2022 		testtesttest 0.6951 0.3452 0.3777 0.4348

143

Oct. 23, 2020 		duchunning 0.6951 0.3428 0.3753 0.4324

144

Oct. 23, 2020 		fanxiaoxing 0.6949 0.3448 0.3770 0.4336

145

Apr. 08, 2021 		libowei 0.6948 0.3456 0.3773 0.4338

146

Aug. 30, 2026 		kanru-wang 0.6948 0.3448 0.3784 0.4356

147

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

148

Jan. 03, 2021 		Chiu 0.6946 0.3444 0.3759 0.4326

149

Feb. 02, 2021 		Ruixinhua 0.6943 0.3433 0.3748 0.4318

150

Oct. 23, 2020 		overlord 0.6942 0.3445 0.3767 0.4332

151

Apr. 25, 2022 		SunYunLong 0.6941 0.3422 0.3739 0.4311

152

May. 22, 2023 		xiaoxiang 0.6938 0.3423 0.3738 0.4311

153

Oct. 23, 2020 		id500 0.6935 0.3451 0.3773 0.4344

154

husthusthust 0.6935 0.3423 0.3742 0.4310

155

Jan. 18, 2022 		zclfe 0.6934 0.3433 0.3752 0.4322

156

Dec 03, 2020 		msj 0.6932 0.3432 0.3745 0.4312

157

Dec 27, 2021 		christineC2021 0.6932 0.3419 0.3733 0.4303

158

Aug. 19, 2021 		kuailede_cr 0.6931 0.3424 0.3738 0.4309

159

Dec 01, 2021 		smhe 0.6930 0.3459 0.3781 0.4347

160

ctthong18 0.6926 0.3457 0.3779 0.4345

161

Jun. 20, 2021 		wsm_victor 0.6926 0.3441 0.3762 0.4325

162

Jun. 20, 2021 		JamesCYL 0.6926 0.3441 0.3762 0.4325

163

Jul. 31, 2022 		Jiawei_ust 0.6926 0.3415 0.3731 0.4298

164

Apr. 24, 2021 		chenyipu 0.6925 0.3416 0.3731 0.4304

165

mango_yx 0.6925 0.3395 0.3712 0.4289

166

Oct. 23, 2020 		Ironball 0.6923 0.3440 0.3778 0.4351

167

Feb. 28, 2023 		MEM 0.6922 0.3385 0.3704 0.4280

168

Sept. 17, 2022 		Area 0.6918 0.3412 0.3722 0.4297

169

LLC 0.6918 0.3407 0.3719 0.4288

170

Apr. 13, 2021 		peijie 0.6918 0.3393 0.3708 0.4282

171

Oct. 27, 2022 		xiezheyong 0.6917 0.3432 0.3744 0.4314

172

Nov. 18, 2021 		zwt 0.6917 0.3415 0.3728 0.4305

173

Jun. 19, 2021 		breezedeus 0.6915 0.3409 0.3723 0.4296

174

Nov. 09, 2021 		Tmail 0.6912 0.3425 0.3733 0.4301

175

Dec 18, 2021 		Zongzhihan 0.6912 0.3421 0.3731 0.4306

176

Oct. 23, 2020 		fit4you 0.6910 0.3413 0.3732 0.4307

177

Feb. 06, 2023 		kiennt10 0.6908 0.3392 0.3706 0.4281

178

nhom1_kpw 0.6906 0.3493 0.3822 0.4380

179

forest 0.6905 0.3389 0.3698 0.4272

180

Mar. 15, 2022 		xyqq 0.6904 0.3398 0.3712 0.4285

181

Jun. 17, 2021 		QQs 0.6903 0.3419 0.3735 0.4299

182

Oct. 23, 2020 		AndreaChao 0.6903 0.3413 0.3727 0.4299

183

Jun. 17, 2021 		Bravooo 0.6902 0.3419 0.3735 0.4299

184

Dec 01, 2021 		hhhhh 0.6902 0.3412 0.3730 0.4297

185

Nov. 30, 2021 		destinylu 0.6902 0.3412 0.3730 0.4297

186

Oct. 23, 2020 		Ivy 0.6901 0.3414 0.3726 0.4299

187

jiarui 0.6900 0.3405 0.3714 0.4285

188

Jun. 21, 2021 		wsm_EasternHarvard 0.6899 0.3385 0.3685 0.4255

189

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

190

Jan. 25, 2021 		Nick1998 0.6897 0.3380 0.3686 0.4258

191

Jun. 02, 2022 		laiping 0.6893 0.3383 0.3687 0.4263

192

YJH0804 0.6893 0.3373 0.3679 0.4253

193

Oct. 23, 2020 		changebin 0.6888 0.3396 0.3706 0.4273

194

Jan. 12, 2021 		saltyfish 0.6886 0.3357 0.3667 0.4239

195

Jun. 20, 2021 		Sony 0.6884 0.3382 0.3690 0.4255

196

Jun. 19, 2021 		chuyueh 0.6882 0.3398 0.3709 0.4273

197

Apr. 21, 2023 		Yuemiao 0.6881 0.3425 0.3741 0.4306

198

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

199

Dec 31, 2021 		wzz2579421845 0.6878 0.3386 0.3695 0.4261

200

Jiyounglee 0.6878 0.3371 0.3677 0.4253

201

May. 02, 2023 		maiph 0.6876 0.3377 0.3685 0.4253

202

Apr. 17, 2022 		jiangyt 0.6874 0.3391 0.3705 0.4275

203

Jan. 28, 2021 		kkq10466 0.6872 0.3359 0.3665 0.4239

204

xbj 0.6872 0.3352 0.3656 0.4232

205

Sept. 01, 2020 		yupei 0.6867 0.3404 0.3721 0.4288

206

Sept. 02, 2021 		ReleaseWang 0.6867 0.3372 0.3674 0.4248

207

May. 08, 2026 		yufan 0.6866 0.3365 0.3664 0.4242

208

Jan. 15, 2021 		fzy37920 0.6866 0.3357 0.3664 0.4236

209

Feb. 22, 2021 		qxe34517 0.6866 0.3344 0.3651 0.4226

210

Sept. 24, 2021 		HJS_TJU 0.6865 0.3377 0.3681 0.4252

211

Jan. 04, 2021 		alexchiu 0.6864 0.3360 0.3659 0.4234

212

May. 24, 2022 		Whonor 0.6863 0.3371 0.3674 0.4245

213

Sept. 01, 2020 		majinc 0.6862 0.3397 0.3705 0.4274

214

Oct. 23, 2020 		Tsar 0.6862 0.3374 0.3676 0.4253

215

Jan. 29, 2021 		Spring_945 0.6861 0.3379 0.3689 0.4256

216

Jan. 02, 2021 		NAML 0.6861 0.3377 0.3688 0.4260

217

Nov. 20, 2020 		ConnollyLeon 0.6860 0.3363 0.3668 0.4237

218

Mar. 31, 2022 		DengLi 0.6859 0.3385 0.3688 0.4260

219

Jan. 05, 2022 		nhom5 0.6858 0.3369 0.3676 0.4249

220

Jun. 19, 2021 		tingting0119 0.6858 0.3358 0.3664 0.4234

221

Mar. 19, 2026 		lelele 0.6856 0.3384 0.3689 0.4262

222

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

223

Nov. 26, 2022 		PekingXJL 0.6854 0.3367 0.3676 0.4247

224

Mar. 05, 2026 		zyy_catcat 0.6854 0.3331 0.3622 0.4199

225

Jul. 21, 2021 		csb266 0.6853 0.3377 0.3678 0.4247

226

Feb. 10, 2021 		ybm15387 0.6851 0.3322 0.3624 0.4201

227

Mar. 31, 2023 		lyw 0.6850 0.3278 0.3557 0.4146

228

Dec 27, 2021 		Group_1_IT4613_20211_HUST 0.6848 0.3367 0.3672 0.4242

229

Jan. 10, 2022 		Jyonn 0.6846 0.3405 0.3717 0.4282

230

Aug. 04, 2022 		ShangxiWu 0.6846 0.3383 0.3699 0.4270

231

Oct. 23, 2020 		heroddaji 0.6845 0.3376 0.3677 0.4244

232

Dec 25, 2022 		ducchudinh 0.6844 0.3363 0.3670 0.4238

233

Dec 13, 2021 		LURM 0.6844 0.3361 0.3654 0.4229

234

TianTian_Zhang 0.6841 0.3355 0.3662 0.4232

235

khanh 0.6838 0.3339 0.3634 0.4210

236

aditya117b 0.6838 0.3330 0.3612 0.4187

237

Feb. 07, 2023 		nghgphi 0.6837 0.3358 0.3662 0.4233

238

Feb. 03, 2021 		Cora 0.6836 0.3356 0.3665 0.4235

239

Oct. 25, 2020 		faysir 0.6836 0.3343 0.3644 0.4219

240

huynx1190M 0.6835 0.3360 0.3663 0.4230

241

Aug. 27, 2020 		CyberFish 0.6834 0.3373 0.3683 0.4258

242

May. 20, 2022 		LPP 0.6834 0.3330 0.3622 0.4198

243

zhihaoxu 0.6833 0.3358 0.3659 0.4229

244

siyuanssss 0.6833 0.3343 0.3650 0.4219

245

Dec 01, 2021 		NoParty4PR 0.6832 0.3358 0.3644 0.4214

246

Feb. 10, 2021 		xqu19316 0.6832 0.3324 0.3623 0.4200

247

Oct. 23, 2020 		again_and_again 0.6828 0.3365 0.3665 0.4240

248

dvesely 0.6828 0.3349 0.3654 0.4227

249

Feb. 01, 2021 		Codle 0.6828 0.3347 0.3648 0.4219

250

Oct. 23, 2020 		xinghuaz 0.6827 0.3385 0.3691 0.4259

251

Aug. 28, 2020 		amgis3 0.6827 0.3320 0.3615 0.4196

252

Jun. 15, 2021 		wsm_baseline 0.6824 0.3351 0.3656 0.4225

253

Dec 26, 2021 		hieunm 0.6823 0.3326 0.3630 0.4203

254

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

255

Nov. 05, 2021 		raingstar 0.6820 0.3353 0.3660 0.4226

256

airi-lategame 0.6818 0.3338 0.3637 0.4213

257

huy40025071 0.6817 0.3355 0.3659 0.4235

258

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

259

Oct. 23, 2020 		dengjia284 0.6814 0.3325 0.3614 0.4192

260

hoangnn 0.6813 0.3331 0.3617 0.4191

261

Nhom1RecSys-Fastformer 0.6813 0.3331 0.3617 0.4191

262

Feb. 16, 2022 		feature 0.6812 0.3379 0.3690 0.4257

263

Jun. 16, 2022 		pstkim 0.6812 0.3350 0.3650 0.4224

264

Mar. 25, 2022 		TH_KIM 0.6810 0.3322 0.3624 0.4200

265

Sept. 19, 2021 		clilyn 0.6809 0.3371 0.3675 0.4243

266

Oct. 23, 2020 		ustc_jingang 0.6809 0.3337 0.3633 0.4208

267

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

268

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

269

Feb. 19, 2022 		unchat 0.6803 0.3334 0.3633 0.4205

270

Aug. 27, 2021 		yangyongqiang1 0.6800 0.3337 0.3638 0.4207

271

Oct. 23, 2020 		qqyysg 0.6799 0.3336 0.3644 0.4213

272

madmoon 0.6799 0.3316 0.3595 0.4175

273

Mar. 15, 2021 		hvv 0.6798 0.3352 0.3655 0.4223

274

Mar. 01, 2021 		hapoyige 0.6793 0.3341 0.3647 0.4215

275

Nov. 13, 2020 		YHu 0.6790 0.3338 0.3624 0.4192

276

Jan. 17, 2023 		anhductn2001 0.6789 0.3343 0.3646 0.4215

277

Jul. 25, 2021 		LiJT 0.6789 0.3321 0.3621 0.4188

278

Nov. 30, 2020 		finegrained 0.6787 0.3346 0.3653 0.4221

279

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

280

Mar. 25, 2021 		wangwenhua 0.6785 0.3316 0.3611 0.4181

281

May. 13, 2026 		hhhhh123456 0.6785 0.3312 0.3609 0.4178

282

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

283

Mar. 24, 2023 		teopapad92 0.6780 0.3292 0.3586 0.4163

284

May. 26, 2021 		xuhongqing 0.6779 0.3287 0.3567 0.4140

285

Mar. 17, 2026 		yifanlan 0.6778 0.3282 0.3572 0.4150

286

Mar. 07, 2022 		fyzl 0.6776 0.3339 0.3640 0.4213

287

Oct. 23, 2020 		simple2better 0.6766 0.3311 0.3609 0.4184

288

Oct. 23, 2020 		shahnawaz 0.6766 0.3282 0.3576 0.4149

289

Apr. 11, 2021 		hmguo 0.6763 0.3297 0.3591 0.4163

290

garbcollec 0.6758 0.3331 0.3626 0.4188

291

Feb. 03, 2021 		Autumn 0.6754 0.3292 0.3581 0.4154

292

trankhiem 0.6751 0.3314 0.3614 0.4186

293

hungmd321 0.6751 0.3314 0.3614 0.4186

294

Jun. 19, 2021 		wsm_KoreaMoos 0.6748 0.3285 0.3569 0.4140

295

Feb. 14, 2023 		KTH_CS3 0.6740 0.3313 0.3607 0.4178

296

Jan. 01, 2022 		TranAnhVuNhom7 0.6738 0.3288 0.3570 0.4135

297

Mar. 02, 2022 		ZgDaMoWang 0.6738 0.3284 0.3571 0.4141

298

Jun. 09, 2022 		whitepurple 0.6735 0.3292 0.3573 0.4144

299

Jun. 16, 2022 		DICELab 0.6735 0.3292 0.3573 0.4144

300

Feb. 07, 2023 		vietpt 0.6733 0.3264 0.3549 0.4120

301

mrbighead 0.6730 0.3248 0.3528 0.4102

302

thuantop2003 0.6728 0.3259 0.3541 0.4115

303

Jun. 02, 2022 		cevahir 0.6725 0.3242 0.3519 0.4100

304

hungbuile04 0.6725 0.3241 0.3533 0.4108

305

Ngoc_06 0.6718 0.3225 0.3498 0.4077

306

Oct. 23, 2020 		zidane4ever21 0.6710 0.3236 0.3523 0.4093

307

chenyiqing 0.6710 0.3235 0.3511 0.4090

308

Sept. 08, 2022 		bboylyg 0.6709 0.3266 0.3546 0.4117

309

Jun. 20, 2021 		jaing885 0.6708 0.3256 0.3532 0.4105

310

Mar. 18, 2026 		peramor 0.6706 0.3260 0.3529 0.4101

311

Apr. 09, 2021 		ab25 0.6705 0.3228 0.3504 0.4083

312

Dec 28, 2021 		nhom5-nrms 0.6702 0.3241 0.3520 0.4096

313

Feb. 09, 2021 		OpenMind 0.6700 0.3277 0.3559 0.4130

314

Feb. 14, 2023 		richard007 0.6693 0.3283 0.3572 0.4141

315

Feb. 13, 2023 		khuongvd2k 0.6693 0.3283 0.3572 0.4141

316

Oct. 23, 2020 		dust 0.6691 0.3267 0.3539 0.4109

317

Jun. 06, 2021 		shuix007 0.6689 0.3225 0.3499 0.4079

318

Apr. 04, 2021 		Rachelxuan11 0.6687 0.3254 0.3525 0.4096

319

Aug. 29, 2026 		shamboroy 0.6685 0.3329 0.3609 0.4168

320

mduofg 0.6676 0.3265 0.3554 0.4120

321

ab 0.6675 0.3251 0.3533 0.4106

322

Feb. 21, 2023 		NamFam 0.6660 0.3234 0.3504 0.4076

323

Mar. 17, 2021 		jazzzminewang 0.6659 0.3236 0.3502 0.4074

324

marktang 0.6655 0.3210 0.3474 0.4044

325

dxdiag 0.6646 0.3321 0.3612 0.4170

326

Nov. 28, 2020 		TJ_Arthur 0.6646 0.3185 0.3460 0.4046

327

Jan. 28, 2022 		testtest 0.6640 0.3201 0.3479 0.4050

328

Feb. 13, 2023 		Namngo 0.6638 0.3242 0.3522 0.4093

329

Feb. 12, 2021 		akjindal53244 0.6638 0.3191 0.3466 0.4042

330

Jan. 22, 2022 		yma2 0.6635 0.3205 0.3460 0.4036

331

Jan. 04, 2022 		phucvh183608 0.6633 0.3190 0.3464 0.4038

332

Oct. 23, 2022 		zhangy7738 0.6632 0.3188 0.3451 0.4027

333

xiaxuan 0.6629 0.3180 0.3438 0.4014

334

jybdscvubyesc 0.6620 0.3197 0.3466 0.4039

335

Nov. 28, 2022 		AdarshMIND 0.6618 0.3197 0.3461 0.4038

336

Jan. 12, 2021 		freddy_2077 0.6614 0.3205 0.3473 0.4042

337

phu.ict4138 0.6612 0.3219 0.3489 0.4064

338

Dec 13, 2021 		hustnhom7 0.6605 0.3181 0.3435 0.4009

339

Aug. 20, 2026 		kartik_gupta 0.6597 0.3285 0.3564 0.4118

340

Apr. 28, 2021 		Hieulm 0.6594 0.3169 0.3436 0.4005

341

May. 12, 2023 		zy0055 0.6593 0.3141 0.3410 0.3994

342

Jun. 07, 2023 		wujie 0.6582 0.3167 0.3429 0.4005

343

Aug. 24, 2026 		vubsss 0.6578 0.3242 0.3518 0.4078

344

Mar. 22, 2021 		pd 0.6575 0.3189 0.3458 0.4025

345

Mar. 25, 2021 		xulongteng 0.6571 0.3179 0.3446 0.4014

346

Jan. 29, 2021 		Silence 0.6570 0.3141 0.3384 0.3967

347

duong 0.6569 0.3177 0.3425 0.4000

348

Aug. 23, 2026 		wizard_king 0.6567 0.3235 0.3495 0.4054

349

Oct. 23, 2020 		aqweteddy 0.6566 0.3173 0.3425 0.3989

350

Aug. 28, 2026 		sherley_sonali 0.6563 0.3215 0.3486 0.4059

351

Feb. 13, 2023 		khuong5trieu 0.6554 0.3198 0.3467 0.4035

352

Oct. 23, 2020 		xcw 0.6554 0.3172 0.3434 0.4000

353

Aug. 22, 2026 		nihargu 0.6552 0.3235 0.3504 0.4060

354

Jun. 02, 2021 		wsm_Mark4PM 0.6550 0.3150 0.3406 0.3982

355

Jan. 04, 2022 		TranAnhVuNhom7 0.6548 0.3125 0.3381 0.3953

356

Mar. 02, 2021 		christineC2021_1 0.6546 0.3133 0.3389 0.3963

357

Aug. 25, 2026 		shubham749 0.6544 0.3211 0.3464 0.4023

358

Mar. 07, 2021 		jingqinghe 0.6543 0.3166 0.3428 0.3995

359

Mar. 03, 2026 		tingnanliu1 0.6529 0.3059 0.3298 0.3884

360

Apr. 25, 2021 		ThachAnh 0.6524 0.3128 0.3370 0.3950

361

Mar. 07, 2021 		mapingshuo 0.6521 0.3147 0.3408 0.3978

362

weiyezhimeng 0.6520 0.3114 0.3341 0.3921

363

Aug. 26, 2026 		suyashnpande 0.6518 0.3218 0.3478 0.4037

364

Aug. 22, 2026 		shivek_gupta 0.6515 0.3190 0.3440 0.4002

365

trongnd106 0.6510 0.3168 0.3427 0.3994

366

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

367

Aug. 23, 2026 		namsyn 0.6503 0.3198 0.3454 0.4010

368

Aug. 24, 2026 		ionic21 0.6503 0.3183 0.3439 0.4005

369

Aug. 26, 2026 		muskan_jain 0.6501 0.3183 0.3434 0.3993

370

Aug. 24, 2026 		vedavyas 0.6500 0.3183 0.3433 0.3991

371

Aug. 23, 2026 		parth11 0.6497 0.3181 0.3432 0.3991

372

Aug. 27, 2026 		sajid42 0.6496 0.3180 0.3432 0.3990

373

Oct. 23, 2020 		drew 0.6486 0.3087 0.3333 0.3905

374

Aug. 19, 2026 		matthaider955 0.6484 0.3174 0.3422 0.3981

375

Jun. 10, 2021 		changecandy 0.6481 0.3114 0.3352 0.3922

376

Aug. 17, 2026 		joepei 0.6470 0.3129 0.3387 0.3952

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