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

Oct. 17, 2026 		dingjian 0.7530 0.4070 0.4462 0.4979

2

Nov. 01, 2026 		gugugu 0.7413 0.3924 0.4329 0.4865

3

Jun. 23, 2026 		zetik 0.7326 0.3780 0.4175 0.4735

4

May. 29, 2026 		newsbang 0.7316 0.3768 0.4162 0.4722

5

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

6

Oct. 03, 2026 		jianchunyang 0.7278 0.3729 0.4110 0.4669

7

Sept. 02, 2021 		MINER 0.7275 0.3724 0.4102 0.4661

8

_dctr 0.7272 0.3727 0.4112 0.4673

9

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

10

Sept. 08, 2026 		i4never 0.7258 0.3703 0.4088 0.4652

11

SRIN_LAI 0.7257 0.3695 0.4067 0.4632

12

Dec 27, 2022 		tuyendv 0.7256 0.3720 0.4101 0.4660

13

Oct. 05, 2022 		quynhnl 0.7256 0.3720 0.4101 0.4660

14

Sept. 14, 2022 		pengwj 0.7256 0.3720 0.4101 0.4660

15

Jan. 30, 2022 		who_am_I 0.7252 0.3709 0.4089 0.4647

16

Feb. 10, 2022 		Riiid 0.7252 0.3709 0.4089 0.4647

17

fangy 0.7249 0.3710 0.4093 0.4655

18

Sept. 07, 2026 		qinzixuan 0.7249 0.3702 0.4080 0.4643

19

JZSAWYER 0.7247 0.3714 0.4094 0.4652

20

lnyue 0.7246 0.3711 0.4091 0.4650

21

Jan. 13, 2022 		SUDA_NLP_HY 0.7244 0.3691 0.4065 0.4627

22

Mar. 04, 2021 		UniUM 0.7243 0.3706 0.4101 0.4644

23

Dec 28, 2021 		rollingUp 0.7242 0.3689 0.4062 0.4624

24

May. 21, 2026 		kemalli 0.7212 0.3678 0.4049 0.4612

25

Feb. 19, 2023 		luzepu 0.7211 0.3676 0.4047 0.4608

26

Dec 26, 2021 		NoParty4PR 0.7210 0.3667 0.4040 0.4602

27

wdacheng 0.7210 0.3654 0.4019 0.4584

28

Feb. 27, 2021 		chenghuige 0.7209 0.3676 0.4040 0.4597

29

Feb. 01, 2023 		kevin_zzh 0.7208 0.3676 0.4046 0.4608

30

Jul. 12, 2026 		koen666 0.7208 0.3675 0.4046 0.4610

31

Feb. 26, 2021 		UNBERT 0.7207 0.3677 0.4041 0.4602

32

phviethoang 0.7201 0.3688 0.4059 0.4617

33

Jan. 19, 2022 		only2233 0.7201 0.3688 0.4059 0.4617

34

Mar. 13, 2026 		mengsong 0.7201 0.3688 0.4059 0.4617

35

Feb. 05, 2023 		cuongnx20190040 0.7201 0.3688 0.4059 0.4617

36

Mar. 20, 2023 		cgw 0.7201 0.3688 0.4059 0.4617

37

May. 19, 2026 		kemalau 0.7199 0.3660 0.4023 0.4587

38

Aug. 24, 2026 		nilan 0.7197 0.3646 0.4022 0.4582

39

Jun. 21, 2021 		wsm_SotA 0.7196 0.3636 0.3998 0.4560

40

Mar. 28, 2026 		wuhao 0.7195 0.3660 0.4025 0.4588

41

Mar. 24, 2023 		mduofg 0.7186 0.3630 0.3989 0.4557

42

Mar. 30, 2026 		lifanyao 0.7185 0.3677 0.4046 0.4605

43

Test_srn_team_rec 0.7184 0.3617 0.3971 0.4541

44

lichenyu 0.7183 0.3632 0.3996 0.4561

45

Apr. 30, 2026 		v1ceversa 0.7179 0.3612 0.3970 0.4536

46

Dec 17, 2021 		rollingUp 0.7175 0.3632 0.3998 0.4562

47

shouju 0.7171 0.3611 0.3964 0.4534

48

ranranran 0.7171 0.3609 0.3966 0.4536

49

wubin 0.7162 0.3628 0.3988 0.4555

50

Dec 09, 2022 		LeonChang 0.7157 0.3612 0.3966 0.4532

51

Jun. 13, 2023 		Yaobink 0.7153 0.3615 0.3978 0.4542

52

Apr. 21, 2026 		overwindows 0.7144 0.3621 0.3975 0.4539

53

Oct. 23, 2020 		wcy419hh 0.7143 0.3616 0.3967 0.4529

54

Oct. 23, 2020 		fuxictr 0.7143 0.3613 0.3964 0.4526

55

Oct. 26, 2022 		xdr 0.7139 0.3591 0.3937 0.4509

56

Oct. 30, 2026 		zhiweioxygen 0.7138 0.3597 0.3948 0.4514

57

Jan. 10, 2022 		guody 0.7137 0.3613 0.3962 0.4527

58

May. 06, 2026 		madsrassers 0.7136 0.3596 0.3942 0.4511

59

have_a_try 0.7134 0.3643 0.4002 0.4561

60

Dec 15, 2021 		Lil.Forest 0.7134 0.3591 0.3951 0.4518

61

Apr. 05, 2026 		qianli 0.7127 0.3589 0.3934 0.4502

62

chenyue 0.7124 0.3588 0.3940 0.4507

63

Tingnan 0.7124 0.3582 0.3930 0.4497

64

Mar. 11, 2026 		tienkhoina 0.7122 0.3608 0.3977 0.4543

65

Bonj0ur 0.7118 0.3633 0.3996 0.4556

66

Jan. 14, 2022 		xcdt123 0.7118 0.3584 0.3939 0.4502

67

Nov. 28, 2022 		Rui 0.7116 0.3573 0.3922 0.4489

68

Jan. 12, 2022 		fake_news 0.7116 0.3549 0.3888 0.4461

69

Oct. 23, 2020 		dtsnu 0.7114 0.3568 0.3916 0.4485

70

JunyiChen 0.7113 0.3597 0.3954 0.4518

71

Oct. 23, 2020 		started2givingup 0.7113 0.3585 0.3933 0.4498

72

Feb. 11, 2022 		haibaraqy 0.7112 0.3546 0.3888 0.4458

73

Sept. 27, 2022 		vincentni 0.7108 0.3560 0.3906 0.4473

74

Mar. 01, 2021 		akirasosa 0.7103 0.3539 0.3876 0.4445

75

Oct. 11, 2026 		frank_thou 0.7102 0.3583 0.3930 0.4495

76

May. 27, 2021 		SFI 0.7101 0.3577 0.3922 0.4485

77

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

78

Dec 31, 2021 		fake_news 0.7099 0.3579 0.3927 0.4497

79

Jun. 16, 2026 		bannie 0.7099 0.3557 0.3905 0.4473

80

Sept. 10, 2026 		haoranliu 0.7099 0.3553 0.3900 0.4470

81

Oct. 23, 2020 		oahciy 0.7096 0.3540 0.3883 0.4454

82

Oct. 23, 2020 		WONNIU 0.7095 0.3569 0.3916 0.4481

83

Jun. 13, 2021 		wsm_88888888 0.7092 0.3541 0.3881 0.4448

84

Yaobink 0.7088 0.3554 0.3902 0.4470

85

Aug. 10, 2021 		martin_bi 0.7085 0.3581 0.3926 0.4489

86

Jan. 13, 2022 		xcdt123 0.7085 0.3541 0.3885 0.4455

87

Feb. 01, 2021 		codefish 0.7082 0.3560 0.3897 0.4457

88

Sept. 08, 2022 		yujunhao 0.7081 0.3535 0.3866 0.4436

89

tienkhoina 0.7079 0.3559 0.3907 0.4479

90

Aug. 31, 2026 		kengiachan 0.7079 0.3541 0.3888 0.4458

91

jwy 0.7076 0.3564 0.3909 0.4475

92

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

93

Mads_Rasmussen 0.7073 0.3543 0.3882 0.4451

94

haibaraqy 0.7066 0.3526 0.3858 0.4426

95

Oct. 23, 2020 		NoahRS 0.7061 0.3552 0.3895 0.4459

96

Dec 05, 2021 		smhe 0.7060 0.3544 0.3891 0.4457

97

Oct. 19, 2021 		doubleQ 0.7059 0.3514 0.3847 0.4418

98

Jul. 18, 2021 		DistillRec 0.7057 0.3552 0.3896 0.4458

99

Feb. 04, 2021 		littlefile 0.7052 0.3535 0.3869 0.4432

100

Mar. 25, 2026 		ethyl 0.7048 0.3555 0.3909 0.4472

101

Oct. 23, 2020 		Ravox 0.7048 0.3505 0.3845 0.4416

102

sonchuate 0.7047 0.3516 0.3841 0.4406

103

martinmarshall 0.7042 0.3561 0.3901 0.4462

104

Jun. 14, 2021 		guiltrex 0.7038 0.3504 0.3838 0.4408

105

tsrankPh 0.7038 0.3488 0.3814 0.4388

106

Mar. 16, 2022 		veason 0.7033 0.3535 0.3860 0.4429

107

Jun. 24, 2026 		superbabara 0.7033 0.3498 0.3831 0.4399

108

Oct. 23, 2020 		Qinne 0.7032 0.3496 0.3830 0.4397

109

Apr. 27, 2021 		MengyanZhang 0.7031 0.3496 0.3833 0.4403

110

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

111

Mar. 13, 2023 		Ricky 0.7019 0.3470 0.3794 0.4365

112

Jun. 30, 2026 		louisa 0.7018 0.3503 0.3827 0.4399

113

HaoranTan 0.7018 0.3493 0.3824 0.4398

114

Fantasyli 0.7016 0.3482 0.3808 0.4380

115

Feb. 07, 2021 		MIND_Organizer 0.7012 0.3482 0.3808 0.4377

116

Oct. 31, 2026 		kanru-wang 0.7011 0.3463 0.3799 0.4375

117

Jan. 13, 2023 		mytest 0.7011 0.3446 0.3768 0.4346

118

ganweinan 0.7009 0.3514 0.3856 0.4420

119

Jul. 11, 2022 		lab207_kui 0.7005 0.3475 0.3793 0.4363

120

Nov. 11, 2021 		noah_lijian 0.7004 0.3475 0.3803 0.4374

121

namnguyenba0604 0.6998 0.3468 0.3792 0.4364

122

Jun. 23, 2022 		test_competition 0.6997 0.3473 0.3796 0.4363

123

Feb. 09, 2022 		Kimyungi 0.6993 0.3463 0.3780 0.4352

124

luozhhh 0.6993 0.3457 0.3780 0.4353

125

Nov. 25, 2021 		Coloratura 0.6991 0.3475 0.3793 0.4365

126

Apr. 02, 2026 		vin39 0.6984 0.3440 0.3767 0.4345

127

Oct. 23, 2020 		xyzhang 0.6980 0.3476 0.3814 0.4383

128

Oct. 23, 2020 		YangZhenghong 0.6979 0.3480 0.3809 0.4377

129

Oct. 23, 2020 		gcc_microsoft 0.6979 0.3479 0.3806 0.4373

130

mytest 0.6979 0.3438 0.3755 0.4331

131

Aug. 31, 2022 		chenyipu 0.6978 0.3467 0.3796 0.4366

132

lyw 0.6971 0.3445 0.3763 0.4335

133

Mar. 26, 2026 		dulig1902 0.6970 0.3459 0.3774 0.4345

134

Dec 09, 2021 		hawei 0.6969 0.3422 0.3732 0.4309

135

Oct. 23, 2020 		huailei 0.6968 0.3492 0.3812 0.4386

136

Oct. 23, 2020 		hanyan 0.6964 0.3441 0.3764 0.4336

137

Feb. 21, 2021 		Chenbin_Zhang 0.6960 0.3469 0.3791 0.4356

138

Jan. 15, 2022 		h_h_h_h_h_h_ 0.6960 0.3467 0.3793 0.4361

139

kirbyye 0.6960 0.3424 0.3735 0.4312

140

Aug. 31, 2022 		xiaoxiang 0.6959 0.3435 0.3752 0.4321

141

Jun. 20, 2021 		ml4lyfe 0.6957 0.3452 0.3778 0.4350

142

davidpenta 0.6957 0.3425 0.3739 0.4312

143

gittbin 0.6956 0.3441 0.3760 0.4331

144

andrew_the_drawer 0.6956 0.3425 0.3741 0.4317

145

Oct. 23, 2020 		lixmcm 0.6952 0.3438 0.3765 0.4335

146

Jan. 27, 2022 		HerbertOnRoad 0.6952 0.3433 0.3747 0.4317

147

Nov. 30, 2021 		Liangzhuge 0.6951 0.3460 0.3785 0.4353

148

Nov. 12, 2022 		testtesttest 0.6951 0.3452 0.3777 0.4348

149

Oct. 23, 2020 		duchunning 0.6951 0.3428 0.3753 0.4324

150

Oct. 23, 2020 		fanxiaoxing 0.6949 0.3448 0.3770 0.4336

151

Apr. 08, 2021 		libowei 0.6948 0.3456 0.3773 0.4338

152

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

153

Jan. 03, 2021 		Chiu 0.6946 0.3444 0.3759 0.4326

154

Feb. 02, 2021 		Ruixinhua 0.6943 0.3433 0.3748 0.4318

155

Oct. 23, 2020 		overlord 0.6942 0.3445 0.3767 0.4332

156

Apr. 25, 2022 		SunYunLong 0.6941 0.3422 0.3739 0.4311

157

May. 22, 2023 		xiaoxiang 0.6938 0.3423 0.3738 0.4311

158

Oct. 23, 2020 		id500 0.6935 0.3451 0.3773 0.4344

159

husthusthust 0.6935 0.3423 0.3742 0.4310

160

Jan. 18, 2022 		zclfe 0.6934 0.3433 0.3752 0.4322

161

Dec 03, 2020 		msj 0.6932 0.3432 0.3745 0.4312

162

Dec 27, 2021 		christineC2021 0.6932 0.3419 0.3733 0.4303

163

Aug. 19, 2021 		kuailede_cr 0.6931 0.3424 0.3738 0.4309

164

Dec 01, 2021 		smhe 0.6930 0.3459 0.3781 0.4347

165

ctthong18 0.6926 0.3457 0.3779 0.4345

166

Jun. 20, 2021 		wsm_victor 0.6926 0.3441 0.3762 0.4325

167

Jun. 20, 2021 		JamesCYL 0.6926 0.3441 0.3762 0.4325

168

Jul. 31, 2022 		Jiawei_ust 0.6926 0.3415 0.3731 0.4298

169

Apr. 24, 2021 		chenyipu 0.6925 0.3416 0.3731 0.4304

170

mango_yx 0.6925 0.3395 0.3712 0.4289

171

Oct. 23, 2020 		Ironball 0.6923 0.3440 0.3778 0.4351

172

Feb. 28, 2023 		MEM 0.6922 0.3385 0.3704 0.4280

173

Sept. 17, 2022 		Area 0.6918 0.3412 0.3722 0.4297

174

LLC 0.6918 0.3407 0.3719 0.4288

175

Apr. 13, 2021 		peijie 0.6918 0.3393 0.3708 0.4282

176

Oct. 27, 2022 		xiezheyong 0.6917 0.3432 0.3744 0.4314

177

Nov. 18, 2021 		zwt 0.6917 0.3415 0.3728 0.4305

178

Jun. 19, 2021 		breezedeus 0.6915 0.3409 0.3723 0.4296

179

Nov. 09, 2021 		Tmail 0.6912 0.3425 0.3733 0.4301

180

Dec 18, 2021 		Zongzhihan 0.6912 0.3421 0.3731 0.4306

181

Oct. 23, 2020 		fit4you 0.6910 0.3413 0.3732 0.4307

182

Feb. 06, 2023 		kiennt10 0.6908 0.3392 0.3706 0.4281

183

nhom1_kpw 0.6906 0.3493 0.3822 0.4380

184

forest 0.6905 0.3389 0.3698 0.4272

185

Mar. 15, 2022 		xyqq 0.6904 0.3398 0.3712 0.4285

186

Jun. 17, 2021 		QQs 0.6903 0.3419 0.3735 0.4299

187

Oct. 23, 2020 		AndreaChao 0.6903 0.3413 0.3727 0.4299

188

Jun. 17, 2021 		Bravooo 0.6902 0.3419 0.3735 0.4299

189

Dec 01, 2021 		hhhhh 0.6902 0.3412 0.3730 0.4297

190

Nov. 30, 2021 		destinylu 0.6902 0.3412 0.3730 0.4297

191

Oct. 23, 2020 		Ivy 0.6901 0.3414 0.3726 0.4299

192

jiarui 0.6900 0.3405 0.3714 0.4285

193

Jun. 21, 2021 		wsm_EasternHarvard 0.6899 0.3385 0.3685 0.4255

194

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

195

Jan. 25, 2021 		Nick1998 0.6897 0.3380 0.3686 0.4258

196

Jun. 02, 2022 		laiping 0.6893 0.3383 0.3687 0.4263

197

YJH0804 0.6893 0.3373 0.3679 0.4253

198

Oct. 23, 2020 		changebin 0.6888 0.3396 0.3706 0.4273

199

Jan. 12, 2021 		saltyfish 0.6886 0.3357 0.3667 0.4239

200

Sept. 18, 2026 		vubsss 0.6885 0.3422 0.3730 0.4290

201

Jun. 20, 2021 		Sony 0.6884 0.3382 0.3690 0.4255

202

Jun. 19, 2021 		chuyueh 0.6882 0.3398 0.3709 0.4273

203

Apr. 21, 2023 		Yuemiao 0.6881 0.3425 0.3741 0.4306

204

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

205

Dec 31, 2021 		wzz2579421845 0.6878 0.3386 0.3695 0.4261

206

Jiyounglee 0.6878 0.3371 0.3677 0.4253

207

May. 02, 2023 		maiph 0.6876 0.3377 0.3685 0.4253

208

Apr. 17, 2022 		jiangyt 0.6874 0.3391 0.3705 0.4275

209

Jan. 28, 2021 		kkq10466 0.6872 0.3359 0.3665 0.4239

210

xbj 0.6872 0.3352 0.3656 0.4232

211

Sept. 01, 2020 		yupei 0.6867 0.3404 0.3721 0.4288

212

Sept. 02, 2021 		ReleaseWang 0.6867 0.3372 0.3674 0.4248

213

May. 08, 2026 		yufan 0.6866 0.3365 0.3664 0.4242

214

Jan. 15, 2021 		fzy37920 0.6866 0.3357 0.3664 0.4236

215

Feb. 22, 2021 		qxe34517 0.6866 0.3344 0.3651 0.4226

216

Sept. 24, 2021 		HJS_TJU 0.6865 0.3377 0.3681 0.4252

217

Jan. 04, 2021 		alexchiu 0.6864 0.3360 0.3659 0.4234

218

May. 24, 2022 		Whonor 0.6863 0.3371 0.3674 0.4245

219

Sept. 01, 2020 		majinc 0.6862 0.3397 0.3705 0.4274

220

Oct. 23, 2020 		Tsar 0.6862 0.3374 0.3676 0.4253

221

Jan. 29, 2021 		Spring_945 0.6861 0.3379 0.3689 0.4256

222

Jan. 02, 2021 		NAML 0.6861 0.3377 0.3688 0.4260

223

Nov. 20, 2020 		ConnollyLeon 0.6860 0.3363 0.3668 0.4237

224

Mar. 31, 2022 		DengLi 0.6859 0.3385 0.3688 0.4260

225

Jan. 05, 2022 		nhom5 0.6858 0.3369 0.3676 0.4249

226

Jun. 19, 2021 		tingting0119 0.6858 0.3358 0.3664 0.4234

227

Mar. 19, 2026 		lelele 0.6856 0.3384 0.3689 0.4262

228

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

229

Nov. 26, 2022 		PekingXJL 0.6854 0.3367 0.3676 0.4247

230

Mar. 05, 2026 		zyy_catcat 0.6854 0.3331 0.3622 0.4199

231

Jul. 21, 2021 		csb266 0.6853 0.3377 0.3678 0.4247

232

Feb. 10, 2021 		ybm15387 0.6851 0.3322 0.3624 0.4201

233

Mar. 31, 2023 		lyw 0.6850 0.3278 0.3557 0.4146

234

Dec 27, 2021 		Group_1_IT4613_20211_HUST 0.6848 0.3367 0.3672 0.4242

235

Jan. 10, 2022 		Jyonn 0.6846 0.3405 0.3717 0.4282

236

Aug. 04, 2022 		ShangxiWu 0.6846 0.3383 0.3699 0.4270

237

Oct. 23, 2020 		heroddaji 0.6845 0.3376 0.3677 0.4244

238

Dec 25, 2022 		ducchudinh 0.6844 0.3363 0.3670 0.4238

239

Dec 13, 2021 		LURM 0.6844 0.3361 0.3654 0.4229

240

TianTian_Zhang 0.6841 0.3355 0.3662 0.4232

241

khanh 0.6838 0.3339 0.3634 0.4210

242

aditya117b 0.6838 0.3330 0.3612 0.4187

243

Feb. 07, 2023 		nghgphi 0.6837 0.3358 0.3662 0.4233

244

Feb. 03, 2021 		Cora 0.6836 0.3356 0.3665 0.4235

245

Oct. 25, 2020 		faysir 0.6836 0.3343 0.3644 0.4219

246

huynx1190M 0.6835 0.3360 0.3663 0.4230

247

Aug. 27, 2020 		CyberFish 0.6834 0.3373 0.3683 0.4258

248

May. 20, 2022 		LPP 0.6834 0.3330 0.3622 0.4198

249

zhihaoxu 0.6833 0.3358 0.3659 0.4229

250

siyuanssss 0.6833 0.3343 0.3650 0.4219

251

Dec 01, 2021 		NoParty4PR 0.6832 0.3358 0.3644 0.4214

252

Feb. 10, 2021 		xqu19316 0.6832 0.3324 0.3623 0.4200

253

Oct. 23, 2020 		again_and_again 0.6828 0.3365 0.3665 0.4240

254

dvesely 0.6828 0.3349 0.3654 0.4227

255

Feb. 01, 2021 		Codle 0.6828 0.3347 0.3648 0.4219

256

Oct. 23, 2020 		xinghuaz 0.6827 0.3385 0.3691 0.4259

257

Aug. 28, 2020 		amgis3 0.6827 0.3320 0.3615 0.4196

258

Jun. 15, 2021 		wsm_baseline 0.6824 0.3351 0.3656 0.4225

259

Dec 26, 2021 		hieunm 0.6823 0.3326 0.3630 0.4203

260

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

261

Nov. 05, 2021 		raingstar 0.6820 0.3353 0.3660 0.4226

262

airi-lategame 0.6818 0.3338 0.3637 0.4213

263

huy40025071 0.6817 0.3355 0.3659 0.4235

264

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

265

Oct. 23, 2020 		dengjia284 0.6814 0.3325 0.3614 0.4192

266

hoangnn 0.6813 0.3331 0.3617 0.4191

267

Nhom1RecSys-Fastformer 0.6813 0.3331 0.3617 0.4191

268

Feb. 16, 2022 		feature 0.6812 0.3379 0.3690 0.4257

269

Jun. 16, 2022 		pstkim 0.6812 0.3350 0.3650 0.4224

270

Mar. 25, 2022 		TH_KIM 0.6810 0.3322 0.3624 0.4200

271

Sept. 19, 2021 		clilyn 0.6809 0.3371 0.3675 0.4243

272

Oct. 23, 2020 		ustc_jingang 0.6809 0.3337 0.3633 0.4208

273

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

274

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

275

Feb. 19, 2022 		unchat 0.6803 0.3334 0.3633 0.4205

276

Aug. 27, 2021 		yangyongqiang1 0.6800 0.3337 0.3638 0.4207

277

Oct. 23, 2020 		qqyysg 0.6799 0.3336 0.3644 0.4213

278

madmoon 0.6799 0.3316 0.3595 0.4175

279

Mar. 15, 2021 		hvv 0.6798 0.3352 0.3655 0.4223

280

Mar. 01, 2021 		hapoyige 0.6793 0.3341 0.3647 0.4215

281

Nov. 13, 2020 		YHu 0.6790 0.3338 0.3624 0.4192

282

Jan. 17, 2023 		anhductn2001 0.6789 0.3343 0.3646 0.4215

283

Jul. 25, 2021 		LiJT 0.6789 0.3321 0.3621 0.4188

284

Nov. 30, 2020 		finegrained 0.6787 0.3346 0.3653 0.4221

285

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

286

Mar. 25, 2021 		wangwenhua 0.6785 0.3316 0.3611 0.4181

287

May. 13, 2026 		hhhhh123456 0.6785 0.3312 0.3609 0.4178

288

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

289

Mar. 24, 2023 		teopapad92 0.6780 0.3292 0.3586 0.4163

290

May. 26, 2021 		xuhongqing 0.6779 0.3287 0.3567 0.4140

291

Mar. 17, 2026 		yifanlan 0.6778 0.3282 0.3572 0.4150

292

Mar. 07, 2022 		fyzl 0.6776 0.3339 0.3640 0.4213

293

Oct. 23, 2020 		simple2better 0.6766 0.3311 0.3609 0.4184

294

Sept. 18, 2026 		apollo19 0.6766 0.3293 0.3575 0.4151

295

Oct. 23, 2020 		shahnawaz 0.6766 0.3282 0.3576 0.4149

296

Apr. 11, 2021 		hmguo 0.6763 0.3297 0.3591 0.4163

297

garbcollec 0.6758 0.3331 0.3626 0.4188

298

Feb. 03, 2021 		Autumn 0.6754 0.3292 0.3581 0.4154

299

trankhiem 0.6751 0.3314 0.3614 0.4186

300

hungmd321 0.6751 0.3314 0.3614 0.4186

301

Jun. 19, 2021 		wsm_KoreaMoos 0.6748 0.3285 0.3569 0.4140

302

Feb. 14, 2023 		KTH_CS3 0.6740 0.3313 0.3607 0.4178

303

Jan. 01, 2022 		TranAnhVuNhom7 0.6738 0.3288 0.3570 0.4135

304

Mar. 02, 2022 		ZgDaMoWang 0.6738 0.3284 0.3571 0.4141

305

Jun. 09, 2022 		whitepurple 0.6735 0.3292 0.3573 0.4144

306

Jun. 16, 2022 		DICELab 0.6735 0.3292 0.3573 0.4144

307

Feb. 07, 2023 		vietpt 0.6733 0.3264 0.3549 0.4120

308

mrbighead 0.6730 0.3248 0.3528 0.4102

309

thuantop2003 0.6728 0.3259 0.3541 0.4115

310

Jun. 02, 2022 		cevahir 0.6725 0.3242 0.3519 0.4100

311

hungbuile04 0.6725 0.3241 0.3533 0.4108

312

Ngoc_06 0.6718 0.3225 0.3498 0.4077

313

Oct. 23, 2020 		zidane4ever21 0.6710 0.3236 0.3523 0.4093

314

chenyiqing 0.6710 0.3235 0.3511 0.4090

315

Sept. 08, 2022 		bboylyg 0.6709 0.3266 0.3546 0.4117

316

Jun. 20, 2021 		jaing885 0.6708 0.3256 0.3532 0.4105

317

Mar. 18, 2026 		peramor 0.6706 0.3260 0.3529 0.4101

318

Apr. 09, 2021 		ab25 0.6705 0.3228 0.3504 0.4083

319

Dec 28, 2021 		nhom5-nrms 0.6702 0.3241 0.3520 0.4096

320

Feb. 09, 2021 		OpenMind 0.6700 0.3277 0.3559 0.4130

321

Sept. 16, 2026 		shivek_gupta 0.6699 0.3322 0.3606 0.4168

322

Feb. 14, 2023 		richard007 0.6693 0.3283 0.3572 0.4141

323

Feb. 13, 2023 		khuongvd2k 0.6693 0.3283 0.3572 0.4141

324

Sept. 10, 2026 		shamboroy 0.6692 0.3332 0.3613 0.4172

325

Sept. 20, 2026 		nitinnair 0.6692 0.3332 0.3613 0.4172

326

Oct. 23, 2020 		dust 0.6691 0.3267 0.3539 0.4109

327

Jun. 06, 2021 		shuix007 0.6689 0.3225 0.3499 0.4079

328

Apr. 04, 2021 		Rachelxuan11 0.6687 0.3254 0.3525 0.4096

329

mduofg 0.6676 0.3265 0.3554 0.4120

330

ab 0.6675 0.3251 0.3533 0.4106

331

Sept. 19, 2026 		aryanmishra777 0.6672 0.3235 0.3500 0.4072

332

Feb. 21, 2023 		NamFam 0.6660 0.3234 0.3504 0.4076

333

Mar. 17, 2021 		jazzzminewang 0.6659 0.3236 0.3502 0.4074

334

marktang 0.6655 0.3210 0.3474 0.4044

335

Sept. 18, 2026 		flexwheeler 0.6650 0.3311 0.3596 0.4155

336

dxdiag 0.6646 0.3321 0.3612 0.4170

337

Nov. 28, 2020 		TJ_Arthur 0.6646 0.3185 0.3460 0.4046

338

Jan. 28, 2022 		testtest 0.6640 0.3201 0.3479 0.4050

339

Feb. 13, 2023 		Namngo 0.6638 0.3242 0.3522 0.4093

340

Feb. 12, 2021 		akjindal53244 0.6638 0.3191 0.3466 0.4042

341

Jan. 22, 2022 		yma2 0.6635 0.3205 0.3460 0.4036

342

Jan. 04, 2022 		phucvh183608 0.6633 0.3190 0.3464 0.4038

343

Oct. 23, 2022 		zhangy7738 0.6632 0.3188 0.3451 0.4027

344

xiaxuan 0.6629 0.3180 0.3438 0.4014

345

jybdscvubyesc 0.6620 0.3197 0.3466 0.4039

346

Nov. 28, 2022 		AdarshMIND 0.6618 0.3197 0.3461 0.4038

347

Jan. 12, 2021 		freddy_2077 0.6614 0.3205 0.3473 0.4042

348

phu.ict4138 0.6612 0.3219 0.3489 0.4064

349

Dec 13, 2021 		hustnhom7 0.6605 0.3181 0.3435 0.4009

350

Sept. 19, 2026 		s0han24 0.6601 0.3268 0.3536 0.4093

351

Sept. 22, 2026 		aryanil 0.6601 0.3268 0.3536 0.4093

352

Aug. 20, 2026 		kartik_gupta 0.6597 0.3285 0.3564 0.4118

353

Sept. 14, 2026 		matthaider955 0.6596 0.3256 0.3528 0.4087

354

Apr. 28, 2021 		Hieulm 0.6594 0.3169 0.3436 0.4005

355

May. 12, 2023 		zy0055 0.6593 0.3141 0.3410 0.3994

356

Jun. 07, 2023 		wujie 0.6582 0.3167 0.3429 0.4005

357

Mar. 22, 2021 		pd 0.6575 0.3189 0.3458 0.4025

358

Mar. 25, 2021 		xulongteng 0.6571 0.3179 0.3446 0.4014

359

Jan. 29, 2021 		Silence 0.6570 0.3141 0.3384 0.3967

360

duong 0.6569 0.3177 0.3425 0.4000

361

Aug. 23, 2026 		wizard_king 0.6567 0.3235 0.3495 0.4054

362

Oct. 23, 2020 		aqweteddy 0.6566 0.3173 0.3425 0.3989

363

Aug. 28, 2026 		sherley_sonali 0.6563 0.3215 0.3486 0.4059

364

Feb. 13, 2023 		khuong5trieu 0.6554 0.3198 0.3467 0.4035

365

Oct. 23, 2020 		xcw 0.6554 0.3172 0.3434 0.4000

366

Jun. 02, 2021 		wsm_Mark4PM 0.6550 0.3150 0.3406 0.3982

367

Jan. 04, 2022 		TranAnhVuNhom7 0.6548 0.3125 0.3381 0.3953

368

Mar. 02, 2021 		christineC2021_1 0.6546 0.3133 0.3389 0.3963

369

Mar. 07, 2021 		jingqinghe 0.6543 0.3166 0.3428 0.3995

370

Apr. 25, 2021 		ThachAnh 0.6524 0.3128 0.3370 0.3950

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