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

May. 29, 2026 		newsbang 0.7316 0.3768 0.4162 0.4722

2

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

3

Sept. 02, 2021 		MINER 0.7275 0.3724 0.4102 0.4661

4

_dctr 0.7272 0.3727 0.4112 0.4673

5

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

6

SRIN_LAI 0.7257 0.3695 0.4067 0.4632

7

Dec 27, 2022 		tuyendv 0.7256 0.3720 0.4101 0.4660

8

Oct. 05, 2022 		quynhnl 0.7256 0.3720 0.4101 0.4660

9

Sept. 14, 2022 		pengwj 0.7256 0.3720 0.4101 0.4660

10

Jan. 30, 2022 		who_am_I 0.7252 0.3709 0.4089 0.4647

11

Feb. 10, 2022 		Riiid 0.7252 0.3709 0.4089 0.4647

12

fangy 0.7249 0.3710 0.4093 0.4655

13

JZSAWYER 0.7247 0.3714 0.4094 0.4652

14

lnyue 0.7246 0.3711 0.4091 0.4650

15

Jan. 13, 2022 		SUDA_NLP_HY 0.7244 0.3691 0.4065 0.4627

16

Mar. 04, 2021 		UniUM 0.7243 0.3706 0.4101 0.4644

17

Dec 28, 2021 		rollingUp 0.7242 0.3689 0.4062 0.4624

18

May. 21, 2026 		kemalli 0.7212 0.3678 0.4049 0.4612

19

Feb. 19, 2023 		luzepu 0.7211 0.3676 0.4047 0.4608

20

Dec 26, 2021 		NoParty4PR 0.7210 0.3667 0.4040 0.4602

21

wdacheng 0.7210 0.3654 0.4019 0.4584

22

Feb. 27, 2021 		chenghuige 0.7209 0.3676 0.4040 0.4597

23

Feb. 01, 2023 		kevin_zzh 0.7208 0.3676 0.4046 0.4608

24

Feb. 26, 2021 		UNBERT 0.7207 0.3677 0.4041 0.4602

25

phviethoang 0.7201 0.3688 0.4059 0.4617

26

Jan. 19, 2022 		only2233 0.7201 0.3688 0.4059 0.4617

27

Mar. 13, 2026 		mengsong 0.7201 0.3688 0.4059 0.4617

28

Feb. 05, 2023 		cuongnx20190040 0.7201 0.3688 0.4059 0.4617

29

Mar. 20, 2023 		cgw 0.7201 0.3688 0.4059 0.4617

30

May. 19, 2026 		kemalau 0.7199 0.3660 0.4023 0.4587

31

Jun. 21, 2021 		wsm_SotA 0.7196 0.3636 0.3998 0.4560

32

Mar. 28, 2026 		wuhao 0.7195 0.3660 0.4025 0.4588

33

Mar. 24, 2023 		mduofg 0.7186 0.3630 0.3989 0.4557

34

Mar. 30, 2026 		lifanyao 0.7185 0.3677 0.4046 0.4605

35

Test_srn_team_rec 0.7184 0.3617 0.3971 0.4541

36

lichenyu 0.7183 0.3632 0.3996 0.4561

37

Apr. 30, 2026 		v1ceversa 0.7179 0.3612 0.3970 0.4536

38

Dec 17, 2021 		rollingUp 0.7175 0.3632 0.3998 0.4562

39

shouju 0.7171 0.3611 0.3964 0.4534

40

ranranran 0.7171 0.3609 0.3966 0.4536

41

wubin 0.7162 0.3628 0.3988 0.4555

42

Dec 09, 2022 		LeonChang 0.7157 0.3612 0.3966 0.4532

43

Jun. 13, 2023 		Yaobink 0.7153 0.3615 0.3978 0.4542

44

Apr. 21, 2026 		overwindows 0.7144 0.3621 0.3975 0.4539

45

Oct. 23, 2020 		wcy419hh 0.7143 0.3616 0.3967 0.4529

46

Oct. 23, 2020 		fuxictr 0.7143 0.3613 0.3964 0.4526

47

Oct. 26, 2022 		xdr 0.7139 0.3591 0.3937 0.4509

48

Jan. 10, 2022 		guody 0.7137 0.3613 0.3962 0.4527

49

May. 06, 2026 		madsrassers 0.7136 0.3596 0.3942 0.4511

50

have_a_try 0.7134 0.3643 0.4002 0.4561

51

Dec 15, 2021 		Lil.Forest 0.7134 0.3591 0.3951 0.4518

52

Apr. 05, 2026 		qianli 0.7127 0.3589 0.3934 0.4502

53

chenyue 0.7124 0.3588 0.3940 0.4507

54

Tingnan 0.7124 0.3582 0.3930 0.4497

55

Mar. 11, 2026 		tienkhoina 0.7122 0.3608 0.3977 0.4543

56

Bonj0ur 0.7118 0.3633 0.3996 0.4556

57

Jan. 14, 2022 		xcdt123 0.7118 0.3584 0.3939 0.4502

58

Nov. 28, 2022 		Rui 0.7116 0.3573 0.3922 0.4489

59

Jan. 12, 2022 		fake_news 0.7116 0.3549 0.3888 0.4461

60

Oct. 23, 2020 		dtsnu 0.7114 0.3568 0.3916 0.4485

61

JunyiChen 0.7113 0.3597 0.3954 0.4518

62

Oct. 23, 2020 		started2givingup 0.7113 0.3585 0.3933 0.4498

63

Feb. 11, 2022 		haibaraqy 0.7112 0.3546 0.3888 0.4458

64

Sept. 27, 2022 		vincentni 0.7108 0.3560 0.3906 0.4473

65

Mar. 01, 2021 		akirasosa 0.7103 0.3539 0.3876 0.4445

66

May. 27, 2021 		SFI 0.7101 0.3577 0.3922 0.4485

67

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

68

Dec 31, 2021 		fake_news 0.7099 0.3579 0.3927 0.4497

69

Oct. 23, 2020 		oahciy 0.7096 0.3540 0.3883 0.4454

70

Oct. 23, 2020 		WONNIU 0.7095 0.3569 0.3916 0.4481

71

Jun. 13, 2021 		wsm_88888888 0.7092 0.3541 0.3881 0.4448

72

Yaobink 0.7088 0.3554 0.3902 0.4470

73

Aug. 10, 2021 		martin_bi 0.7085 0.3581 0.3926 0.4489

74

Jan. 13, 2022 		xcdt123 0.7085 0.3541 0.3885 0.4455

75

Feb. 01, 2021 		codefish 0.7082 0.3560 0.3897 0.4457

76

Sept. 08, 2022 		yujunhao 0.7081 0.3535 0.3866 0.4436

77

tienkhoina 0.7079 0.3559 0.3907 0.4479

78

jwy 0.7076 0.3564 0.3909 0.4475

79

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

80

Mads_Rasmussen 0.7073 0.3543 0.3882 0.4451

81

haibaraqy 0.7066 0.3526 0.3858 0.4426

82

Oct. 23, 2020 		NoahRS 0.7061 0.3552 0.3895 0.4459

83

Dec 05, 2021 		smhe 0.7060 0.3544 0.3891 0.4457

84

Oct. 19, 2021 		doubleQ 0.7059 0.3514 0.3847 0.4418

85

Jul. 18, 2021 		DistillRec 0.7057 0.3552 0.3896 0.4458

86

Feb. 04, 2021 		littlefile 0.7052 0.3535 0.3869 0.4432

87

Mar. 25, 2026 		ethyl 0.7048 0.3555 0.3909 0.4472

88

Oct. 23, 2020 		Ravox 0.7048 0.3505 0.3845 0.4416

89

sonchuate 0.7047 0.3516 0.3841 0.4406

90

martinmarshall 0.7042 0.3561 0.3901 0.4462

91

Jun. 14, 2021 		guiltrex 0.7038 0.3504 0.3838 0.4408

92

tsrankPh 0.7038 0.3488 0.3814 0.4388

93

Mar. 16, 2022 		veason 0.7033 0.3535 0.3860 0.4429

94

Oct. 23, 2020 		Qinne 0.7032 0.3496 0.3830 0.4397

95

Apr. 27, 2021 		MengyanZhang 0.7031 0.3496 0.3833 0.4403

96

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

97

Mar. 13, 2023 		Ricky 0.7019 0.3470 0.3794 0.4365

98

HaoranTan 0.7018 0.3493 0.3824 0.4398

99

Fantasyli 0.7016 0.3482 0.3808 0.4380

100

Feb. 07, 2021 		MIND_Organizer 0.7012 0.3482 0.3808 0.4377

101

Jan. 13, 2023 		mytest 0.7011 0.3446 0.3768 0.4346

102

ganweinan 0.7009 0.3514 0.3856 0.4420

103

Jul. 11, 2022 		lab207_kui 0.7005 0.3475 0.3793 0.4363

104

Nov. 11, 2021 		noah_lijian 0.7004 0.3475 0.3803 0.4374

105

namnguyenba0604 0.6998 0.3468 0.3792 0.4364

106

Jun. 23, 2022 		test_competition 0.6997 0.3473 0.3796 0.4363

107

Mar. 30, 2026 		superbabara 0.6995 0.3475 0.3797 0.4368

108

Feb. 09, 2022 		Kimyungi 0.6993 0.3463 0.3780 0.4352

109

luozhhh 0.6993 0.3457 0.3780 0.4353

110

Nov. 25, 2021 		Coloratura 0.6991 0.3475 0.3793 0.4365

111

Apr. 02, 2026 		vin39 0.6984 0.3440 0.3767 0.4345

112

Oct. 23, 2020 		xyzhang 0.6980 0.3476 0.3814 0.4383

113

Oct. 23, 2020 		YangZhenghong 0.6979 0.3480 0.3809 0.4377

114

Oct. 23, 2020 		gcc_microsoft 0.6979 0.3479 0.3806 0.4373

115

mytest 0.6979 0.3438 0.3755 0.4331

116

Aug. 31, 2022 		chenyipu 0.6978 0.3467 0.3796 0.4366

117

lyw 0.6971 0.3445 0.3763 0.4335

118

Mar. 26, 2026 		dulig1902 0.6970 0.3459 0.3774 0.4345

119

Dec 09, 2021 		hawei 0.6969 0.3422 0.3732 0.4309

120

Oct. 23, 2020 		huailei 0.6968 0.3492 0.3812 0.4386

121

Oct. 23, 2020 		hanyan 0.6964 0.3441 0.3764 0.4336

122

Feb. 21, 2021 		Chenbin_Zhang 0.6960 0.3469 0.3791 0.4356

123

Jan. 15, 2022 		h_h_h_h_h_h_ 0.6960 0.3467 0.3793 0.4361

124

kirbyye 0.6960 0.3424 0.3735 0.4312

125

Aug. 31, 2022 		xiaoxiang 0.6959 0.3435 0.3752 0.4321

126

Jun. 20, 2021 		ml4lyfe 0.6957 0.3452 0.3778 0.4350

127

davidpenta 0.6957 0.3425 0.3739 0.4312

128

gittbin 0.6956 0.3441 0.3760 0.4331

129

andrew_the_drawer 0.6956 0.3425 0.3741 0.4317

130

Oct. 23, 2020 		lixmcm 0.6952 0.3438 0.3765 0.4335

131

Jan. 27, 2022 		HerbertOnRoad 0.6952 0.3433 0.3747 0.4317

132

Nov. 30, 2021 		Liangzhuge 0.6951 0.3460 0.3785 0.4353

133

Nov. 12, 2022 		testtesttest 0.6951 0.3452 0.3777 0.4348

134

Oct. 23, 2020 		duchunning 0.6951 0.3428 0.3753 0.4324

135

Oct. 23, 2020 		fanxiaoxing 0.6949 0.3448 0.3770 0.4336

136

Apr. 08, 2021 		libowei 0.6948 0.3456 0.3773 0.4338

137

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

138

Jan. 03, 2021 		Chiu 0.6946 0.3444 0.3759 0.4326

139

Feb. 02, 2021 		Ruixinhua 0.6943 0.3433 0.3748 0.4318

140

Oct. 23, 2020 		overlord 0.6942 0.3445 0.3767 0.4332

141

Apr. 25, 2022 		SunYunLong 0.6941 0.3422 0.3739 0.4311

142

May. 22, 2023 		xiaoxiang 0.6938 0.3423 0.3738 0.4311

143

Oct. 23, 2020 		id500 0.6935 0.3451 0.3773 0.4344

144

husthusthust 0.6935 0.3423 0.3742 0.4310

145

Jan. 18, 2022 		zclfe 0.6934 0.3433 0.3752 0.4322

146

Dec 03, 2020 		msj 0.6932 0.3432 0.3745 0.4312

147

Dec 27, 2021 		christineC2021 0.6932 0.3419 0.3733 0.4303

148

Aug. 19, 2021 		kuailede_cr 0.6931 0.3424 0.3738 0.4309

149

Dec 01, 2021 		smhe 0.6930 0.3459 0.3781 0.4347

150

ctthong18 0.6926 0.3457 0.3779 0.4345

151

Jun. 20, 2021 		wsm_victor 0.6926 0.3441 0.3762 0.4325

152

Jun. 20, 2021 		JamesCYL 0.6926 0.3441 0.3762 0.4325

153

Jul. 31, 2022 		Jiawei_ust 0.6926 0.3415 0.3731 0.4298

154

Apr. 24, 2021 		chenyipu 0.6925 0.3416 0.3731 0.4304

155

mango_yx 0.6925 0.3395 0.3712 0.4289

156

Oct. 23, 2020 		Ironball 0.6923 0.3440 0.3778 0.4351

157

Feb. 28, 2023 		MEM 0.6922 0.3385 0.3704 0.4280

158

Sept. 17, 2022 		Area 0.6918 0.3412 0.3722 0.4297

159

LLC 0.6918 0.3407 0.3719 0.4288

160

Apr. 13, 2021 		peijie 0.6918 0.3393 0.3708 0.4282

161

Oct. 27, 2022 		xiezheyong 0.6917 0.3432 0.3744 0.4314

162

Nov. 18, 2021 		zwt 0.6917 0.3415 0.3728 0.4305

163

Jun. 19, 2021 		breezedeus 0.6915 0.3409 0.3723 0.4296

164

Nov. 09, 2021 		Tmail 0.6912 0.3425 0.3733 0.4301

165

Dec 18, 2021 		Zongzhihan 0.6912 0.3421 0.3731 0.4306

166

Oct. 23, 2020 		fit4you 0.6910 0.3413 0.3732 0.4307

167

Feb. 06, 2023 		kiennt10 0.6908 0.3392 0.3706 0.4281

168

nhom1_kpw 0.6906 0.3493 0.3822 0.4380

169

forest 0.6905 0.3389 0.3698 0.4272

170

Mar. 15, 2022 		xyqq 0.6904 0.3398 0.3712 0.4285

171

Jun. 17, 2021 		QQs 0.6903 0.3419 0.3735 0.4299

172

Oct. 23, 2020 		AndreaChao 0.6903 0.3413 0.3727 0.4299

173

Jun. 17, 2021 		Bravooo 0.6902 0.3419 0.3735 0.4299

174

Dec 01, 2021 		hhhhh 0.6902 0.3412 0.3730 0.4297

175

Nov. 30, 2021 		destinylu 0.6902 0.3412 0.3730 0.4297

176

Oct. 23, 2020 		Ivy 0.6901 0.3414 0.3726 0.4299

177

jiarui 0.6900 0.3405 0.3714 0.4285

178

Jun. 21, 2021 		wsm_EasternHarvard 0.6899 0.3385 0.3685 0.4255

179

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

180

Jan. 25, 2021 		Nick1998 0.6897 0.3380 0.3686 0.4258

181

Jun. 02, 2022 		laiping 0.6893 0.3383 0.3687 0.4263

182

YJH0804 0.6893 0.3373 0.3679 0.4253

183

Oct. 23, 2020 		changebin 0.6888 0.3396 0.3706 0.4273

184

Jan. 12, 2021 		saltyfish 0.6886 0.3357 0.3667 0.4239

185

Jun. 20, 2021 		Sony 0.6884 0.3382 0.3690 0.4255

186

Jun. 19, 2021 		chuyueh 0.6882 0.3398 0.3709 0.4273

187

Apr. 21, 2023 		Yuemiao 0.6881 0.3425 0.3741 0.4306

188

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

189

Dec 31, 2021 		wzz2579421845 0.6878 0.3386 0.3695 0.4261

190

Jiyounglee 0.6878 0.3371 0.3677 0.4253

191

May. 02, 2023 		maiph 0.6876 0.3377 0.3685 0.4253

192

Apr. 17, 2022 		jiangyt 0.6874 0.3391 0.3705 0.4275

193

Jan. 28, 2021 		kkq10466 0.6872 0.3359 0.3665 0.4239

194

xbj 0.6872 0.3352 0.3656 0.4232

195

Sept. 01, 2020 		yupei 0.6867 0.3404 0.3721 0.4288

196

Sept. 02, 2021 		ReleaseWang 0.6867 0.3372 0.3674 0.4248

197

May. 08, 2026 		yufan 0.6866 0.3365 0.3664 0.4242

198

Jan. 15, 2021 		fzy37920 0.6866 0.3357 0.3664 0.4236

199

Feb. 22, 2021 		qxe34517 0.6866 0.3344 0.3651 0.4226

200

Sept. 24, 2021 		HJS_TJU 0.6865 0.3377 0.3681 0.4252

201

Jan. 04, 2021 		alexchiu 0.6864 0.3360 0.3659 0.4234

202

May. 24, 2022 		Whonor 0.6863 0.3371 0.3674 0.4245

203

Sept. 01, 2020 		majinc 0.6862 0.3397 0.3705 0.4274

204

Oct. 23, 2020 		Tsar 0.6862 0.3374 0.3676 0.4253

205

Jan. 29, 2021 		Spring_945 0.6861 0.3379 0.3689 0.4256

206

Jan. 02, 2021 		NAML 0.6861 0.3377 0.3688 0.4260

207

Nov. 20, 2020 		ConnollyLeon 0.6860 0.3363 0.3668 0.4237

208

Mar. 31, 2022 		DengLi 0.6859 0.3385 0.3688 0.4260

209

Jan. 05, 2022 		nhom5 0.6858 0.3369 0.3676 0.4249

210

Jun. 19, 2021 		tingting0119 0.6858 0.3358 0.3664 0.4234

211

Mar. 19, 2026 		lelele 0.6856 0.3384 0.3689 0.4262

212

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

213

Nov. 26, 2022 		PekingXJL 0.6854 0.3367 0.3676 0.4247

214

Mar. 05, 2026 		zyy_catcat 0.6854 0.3331 0.3622 0.4199

215

Jul. 21, 2021 		csb266 0.6853 0.3377 0.3678 0.4247

216

Feb. 10, 2021 		ybm15387 0.6851 0.3322 0.3624 0.4201

217

Mar. 31, 2023 		lyw 0.6850 0.3278 0.3557 0.4146

218

Dec 27, 2021 		Group_1_IT4613_20211_HUST 0.6848 0.3367 0.3672 0.4242

219

Jan. 10, 2022 		Jyonn 0.6846 0.3405 0.3717 0.4282

220

Aug. 04, 2022 		ShangxiWu 0.6846 0.3383 0.3699 0.4270

221

Oct. 23, 2020 		heroddaji 0.6845 0.3376 0.3677 0.4244

222

Dec 25, 2022 		ducchudinh 0.6844 0.3363 0.3670 0.4238

223

Dec 13, 2021 		LURM 0.6844 0.3361 0.3654 0.4229

224

TianTian_Zhang 0.6841 0.3355 0.3662 0.4232

225

khanh 0.6838 0.3339 0.3634 0.4210

226

aditya117b 0.6838 0.3330 0.3612 0.4187

227

Feb. 07, 2023 		nghgphi 0.6837 0.3358 0.3662 0.4233

228

Feb. 03, 2021 		Cora 0.6836 0.3356 0.3665 0.4235

229

Oct. 25, 2020 		faysir 0.6836 0.3343 0.3644 0.4219

230

huynx1190M 0.6835 0.3360 0.3663 0.4230

231

Aug. 27, 2020 		CyberFish 0.6834 0.3373 0.3683 0.4258

232

May. 20, 2022 		LPP 0.6834 0.3330 0.3622 0.4198

233

zhihaoxu 0.6833 0.3358 0.3659 0.4229

234

siyuanssss 0.6833 0.3343 0.3650 0.4219

235

Dec 01, 2021 		NoParty4PR 0.6832 0.3358 0.3644 0.4214

236

Feb. 10, 2021 		xqu19316 0.6832 0.3324 0.3623 0.4200

237

Oct. 23, 2020 		again_and_again 0.6828 0.3365 0.3665 0.4240

238

dvesely 0.6828 0.3349 0.3654 0.4227

239

Feb. 01, 2021 		Codle 0.6828 0.3347 0.3648 0.4219

240

Oct. 23, 2020 		xinghuaz 0.6827 0.3385 0.3691 0.4259

241

Aug. 28, 2020 		amgis3 0.6827 0.3320 0.3615 0.4196

242

Jun. 15, 2021 		wsm_baseline 0.6824 0.3351 0.3656 0.4225

243

Dec 26, 2021 		hieunm 0.6823 0.3326 0.3630 0.4203

244

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

245

Nov. 05, 2021 		raingstar 0.6820 0.3353 0.3660 0.4226

246

airi-lategame 0.6818 0.3338 0.3637 0.4213

247

huy40025071 0.6817 0.3355 0.3659 0.4235

248

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

249

Oct. 23, 2020 		dengjia284 0.6814 0.3325 0.3614 0.4192

250

hoangnn 0.6813 0.3331 0.3617 0.4191

251

Nhom1RecSys-Fastformer 0.6813 0.3331 0.3617 0.4191

252

Feb. 16, 2022 		feature 0.6812 0.3379 0.3690 0.4257

253

Jun. 16, 2022 		pstkim 0.6812 0.3350 0.3650 0.4224

254

Mar. 25, 2022 		TH_KIM 0.6810 0.3322 0.3624 0.4200

255

Sept. 19, 2021 		clilyn 0.6809 0.3371 0.3675 0.4243

256

Oct. 23, 2020 		ustc_jingang 0.6809 0.3337 0.3633 0.4208

257

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

258

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

259

Feb. 19, 2022 		unchat 0.6803 0.3334 0.3633 0.4205

260

Aug. 27, 2021 		yangyongqiang1 0.6800 0.3337 0.3638 0.4207

261

Oct. 23, 2020 		qqyysg 0.6799 0.3336 0.3644 0.4213

262

madmoon 0.6799 0.3316 0.3595 0.4175

263

Mar. 15, 2021 		hvv 0.6798 0.3352 0.3655 0.4223

264

Mar. 01, 2021 		hapoyige 0.6793 0.3341 0.3647 0.4215

265

Nov. 13, 2020 		YHu 0.6790 0.3338 0.3624 0.4192

266

Jan. 17, 2023 		anhductn2001 0.6789 0.3343 0.3646 0.4215

267

Jul. 25, 2021 		LiJT 0.6789 0.3321 0.3621 0.4188

268

Nov. 30, 2020 		finegrained 0.6787 0.3346 0.3653 0.4221

269

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

270

Mar. 25, 2021 		wangwenhua 0.6785 0.3316 0.3611 0.4181

271

May. 13, 2026 		hhhhh123456 0.6785 0.3312 0.3609 0.4178

272

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

273

Mar. 24, 2023 		teopapad92 0.6780 0.3292 0.3586 0.4163

274

May. 26, 2021 		xuhongqing 0.6779 0.3287 0.3567 0.4140

275

Mar. 17, 2026 		yifanlan 0.6778 0.3282 0.3572 0.4150

276

Mar. 07, 2022 		fyzl 0.6776 0.3339 0.3640 0.4213

277

Oct. 23, 2020 		simple2better 0.6766 0.3311 0.3609 0.4184

278

Oct. 23, 2020 		shahnawaz 0.6766 0.3282 0.3576 0.4149

279

Apr. 11, 2021 		hmguo 0.6763 0.3297 0.3591 0.4163

280

garbcollec 0.6758 0.3331 0.3626 0.4188

281

Feb. 03, 2021 		Autumn 0.6754 0.3292 0.3581 0.4154

282

trankhiem 0.6751 0.3314 0.3614 0.4186

283

hungmd321 0.6751 0.3314 0.3614 0.4186

284

Jun. 19, 2021 		wsm_KoreaMoos 0.6748 0.3285 0.3569 0.4140

285

Feb. 14, 2023 		KTH_CS3 0.6740 0.3313 0.3607 0.4178

286

Jan. 01, 2022 		TranAnhVuNhom7 0.6738 0.3288 0.3570 0.4135

287

Mar. 02, 2022 		ZgDaMoWang 0.6738 0.3284 0.3571 0.4141

288

Jun. 09, 2022 		whitepurple 0.6735 0.3292 0.3573 0.4144

289

Jun. 16, 2022 		DICELab 0.6735 0.3292 0.3573 0.4144

290

Feb. 07, 2023 		vietpt 0.6733 0.3264 0.3549 0.4120

291

mrbighead 0.6730 0.3248 0.3528 0.4102

292

thuantop2003 0.6728 0.3259 0.3541 0.4115

293

Jun. 02, 2022 		cevahir 0.6725 0.3242 0.3519 0.4100

294

hungbuile04 0.6725 0.3241 0.3533 0.4108

295

Ngoc_06 0.6718 0.3225 0.3498 0.4077

296

Oct. 23, 2020 		zidane4ever21 0.6710 0.3236 0.3523 0.4093

297

chenyiqing 0.6710 0.3235 0.3511 0.4090

298

Sept. 08, 2022 		bboylyg 0.6709 0.3266 0.3546 0.4117

299

Jun. 20, 2021 		jaing885 0.6708 0.3256 0.3532 0.4105

300

Mar. 18, 2026 		peramor 0.6706 0.3260 0.3529 0.4101

301

Apr. 09, 2021 		ab25 0.6705 0.3228 0.3504 0.4083

302

Dec 28, 2021 		nhom5-nrms 0.6702 0.3241 0.3520 0.4096

303

Feb. 09, 2021 		OpenMind 0.6700 0.3277 0.3559 0.4130

304

Feb. 14, 2023 		richard007 0.6693 0.3283 0.3572 0.4141

305

Feb. 13, 2023 		khuongvd2k 0.6693 0.3283 0.3572 0.4141

306

Oct. 23, 2020 		dust 0.6691 0.3267 0.3539 0.4109

307

Jun. 06, 2021 		shuix007 0.6689 0.3225 0.3499 0.4079

308

Apr. 04, 2021 		Rachelxuan11 0.6687 0.3254 0.3525 0.4096

309

mduofg 0.6676 0.3265 0.3554 0.4120

310

ab 0.6675 0.3251 0.3533 0.4106

311

Feb. 21, 2023 		NamFam 0.6660 0.3234 0.3504 0.4076

312

Mar. 17, 2021 		jazzzminewang 0.6659 0.3236 0.3502 0.4074

313

marktang 0.6655 0.3210 0.3474 0.4044

314

dxdiag 0.6646 0.3321 0.3612 0.4170

315

Nov. 28, 2020 		TJ_Arthur 0.6646 0.3185 0.3460 0.4046

316

Jan. 28, 2022 		testtest 0.6640 0.3201 0.3479 0.4050

317

Feb. 13, 2023 		Namngo 0.6638 0.3242 0.3522 0.4093

318

Feb. 12, 2021 		akjindal53244 0.6638 0.3191 0.3466 0.4042

319

Jan. 22, 2022 		yma2 0.6635 0.3205 0.3460 0.4036

320

Jan. 04, 2022 		phucvh183608 0.6633 0.3190 0.3464 0.4038

321

Oct. 23, 2022 		zhangy7738 0.6632 0.3188 0.3451 0.4027

322

xiaxuan 0.6629 0.3180 0.3438 0.4014

323

jybdscvubyesc 0.6620 0.3197 0.3466 0.4039

324

Nov. 28, 2022 		AdarshMIND 0.6618 0.3197 0.3461 0.4038

325

Jan. 12, 2021 		freddy_2077 0.6614 0.3205 0.3473 0.4042

326

phu.ict4138 0.6612 0.3219 0.3489 0.4064

327

Dec 13, 2021 		hustnhom7 0.6605 0.3181 0.3435 0.4009

328

Apr. 28, 2021 		Hieulm 0.6594 0.3169 0.3436 0.4005

329

May. 12, 2023 		zy0055 0.6593 0.3141 0.3410 0.3994

330

Jun. 07, 2023 		wujie 0.6582 0.3167 0.3429 0.4005

331

Mar. 22, 2021 		pd 0.6575 0.3189 0.3458 0.4025

332

Mar. 25, 2021 		xulongteng 0.6571 0.3179 0.3446 0.4014

333

Jan. 29, 2021 		Silence 0.6570 0.3141 0.3384 0.3967

334

duong 0.6569 0.3177 0.3425 0.4000

335

Oct. 23, 2020 		aqweteddy 0.6566 0.3173 0.3425 0.3989

336

Feb. 13, 2023 		khuong5trieu 0.6554 0.3198 0.3467 0.4035

337

Oct. 23, 2020 		xcw 0.6554 0.3172 0.3434 0.4000

338

Jun. 02, 2021 		wsm_Mark4PM 0.6550 0.3150 0.3406 0.3982

339

Jan. 04, 2022 		TranAnhVuNhom7 0.6548 0.3125 0.3381 0.3953

340

Mar. 02, 2021 		christineC2021_1 0.6546 0.3133 0.3389 0.3963

341

Mar. 07, 2021 		jingqinghe 0.6543 0.3166 0.3428 0.3995

342

Mar. 03, 2026 		tingnanliu1 0.6529 0.3059 0.3298 0.3884

343

Apr. 25, 2021 		ThachAnh 0.6524 0.3128 0.3370 0.3950

344

Mar. 07, 2021 		mapingshuo 0.6521 0.3147 0.3408 0.3978

345

weiyezhimeng 0.6520 0.3114 0.3341 0.3921

346

trongnd106 0.6510 0.3168 0.3427 0.3994

347

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

348

Oct. 23, 2020 		drew 0.6486 0.3087 0.3333 0.3905

349

Jun. 10, 2021 		changecandy 0.6481 0.3114 0.3352 0.3922

350

Nov. 13, 2021 		KGN 0.6465 0.3085 0.3322 0.3897

351

Jan. 25, 2021 		cynricshu 0.6454 0.3000 0.3218 0.3811

352

Feb. 13, 2023 		huongnv 0.6451 0.3069 0.3306 0.3883

353

ductaingn 0.6433 0.3009 0.3257 0.3848

354

nguyennam2025 0.6426 0.3115 0.3362 0.3929

355

minhndn 0.6425 0.3054 0.3286 0.3875

356

Feb. 04, 2022 		yjin48 0.6402 0.3010 0.3225 0.3802

357

Jyonn 0.6388 0.3071 0.3316 0.3892

358

Anis 0.6365 0.3022 0.3267 0.3839

359

Mar. 24, 2026 		new_lmy 0.6364 0.3061 0.3281 0.3848

360

Nov. 21, 2021 		surupendu 0.6363 0.2987 0.3206 0.3781

361

Aug. 10, 2021 		tj2364 0.6354 0.2986 0.3205 0.3784

362

MengTong 0.6350 0.3007 0.3249 0.3821

363

Aug. 27, 2020 		gaojx 0.6342 0.3112 0.3358 0.3919

364

Apr. 27, 2023 		zxpyouming 0.6340 0.3008 0.3219 0.3790

365

gminh1503 0.6315 0.2993 0.3211 0.3790

366

dylanqi 0.6294 0.2977 0.3207 0.3782

367

vancurv 0.6287 0.3027 0.3264 0.3828

368

dangptpt 0.6286 0.2942 0.3148 0.3727

369

Feb. 23, 2021 		TerryMa 0.6251 0.2919 0.3141 0.3718

370

zy0055 0.6243 0.2901 0.3093 0.3669

371

trung061204 0.6209 0.2870 0.3097 0.3687

372

Jan. 23, 2021 		ifan 0.6204 0.2847 0.3039 0.3625

373

Jan. 25, 2022 		miabao 0.6174 0.2882 0.3059 0.3646

374

Dec 01, 2021 		Lil.Forest 0.6172 0.2910 0.3126 0.3699

375

Jun. 19, 2021 		WSM_winwin 0.6166 0.2949 0.3166 0.3730

376

May. 22, 2026 		harshadayini 0.6059 0.2800 0.2995 0.3573

377

pavt1024 0.6010 0.2877 0.3057 0.3612

378

Oct. 23, 2020 		tcchiang 0.5950 0.2794 0.2974 0.3551

379

Dec 09, 2022 		cmchen 0.5942 0.2744 0.2899 0.3464

380

KennyW 0.5942 0.2742 0.2898 0.3458

381

Dec 04, 2021 		saran_pandian 0.5861 0.2717 0.2877 0.3448

382

Mar. 05, 2021 		Mluleki 0.5848 0.2641 0.2778 0.3352

383

Aug. 26, 2020 		learner 0.5847 0.2648 0.2786 0.3361

384

Dec 17, 2021 		psasikarn 0.5825 0.2731 0.2885 0.3448

385

Jan. 28, 2022 		liwencong 0.5821 0.2626 0.2759 0.3341

386

Trong 0.5809 0.2738 0.2889 0.3446

387

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

388

sim 0.5711 0.2596 0.2715 0.3293

389

Jun. 07, 2021 		chang861224 0.5703 0.2769 0.2945 0.3495

390

Jun. 15, 2022 		group_5 0.5680 0.2575 0.2698 0.3268

391

May. 03, 2026 		aibertcat 0.5582 0.2499 0.2599 0.3164

392

Feb. 12, 2021 		lwj 0.5519 0.2469 0.2573 0.3136

393

lx600 0.5449 0.2443 0.2552 0.3117

394

Jan. 05, 2022 		shoemaker 0.5397 0.2475 0.2574 0.3135

395

youn97 0.5379 0.2458 0.2566 0.3128

396

ashok03 0.5310 0.2387 0.2468 0.3023

397

Jun. 01, 2021 		YJack0000 0.5246 0.2364 0.2422 0.2990

398

dangkh 0.5227 0.2381 0.2427 0.2973

399

May. 13, 2021 		Brucenccu 0.5221 0.2328 0.2380 0.2938

400

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

401

Mar. 04, 2022 		vancurv 0.5218 0.2370 0.2415 0.2961

402

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

403

Jan. 06, 2021 		zichongli 0.5183 0.2348 0.2427 0.2983

404

Aug. 24, 2020 		cs880141 0.5180 0.2327 0.2395 0.2953

405

Jan. 06, 2021 		xhran2011 0.5170 0.2339 0.2416 0.2972

406

Jan. 06, 2021 		xhran2010 0.5170 0.2339 0.2416 0.2972

407

Mar. 15, 2022 		usydnlp 0.5167 0.2375 0.2452 0.2998

408

May. 24, 2023 		beckersense 0.5158 0.2336 0.2383 0.2932

409

NijiaMo 0.5144 0.2308 0.2381 0.2942

410

Jan. 18, 2021 		christineC2021_2 0.5130 0.2296 0.2363 0.2924

411

Dec 05, 2021 		jingda_yu 0.5127 0.2299 0.2337 0.2893

412

Aug. 16, 2022 		lsx_0816 0.5108 0.2268 0.2328 0.2885

413

Apr. 04, 2022 		jkrse 0.5060 0.2249 0.2309 0.2869

414

Aug. 26, 2020 		cdj0311 0.5059 0.2290 0.2350 0.2900

415

Jun. 15, 2022 		pneuma 0.5058 0.2274 0.2339 0.2899

416

Aug. 18, 2022 		JiangxuLin 0.5023 0.2244 0.2302 0.2858

417

Jun. 18, 2021 		DaveWuuu 0.5020 0.2236 0.2310 0.2872

418

May. 05, 2022 		Jingqi_wang 0.5018 0.2269 0.2335 0.2886

419

Aug. 26, 2020 		zhoubang1 0.5009 0.2256 0.2316 0.2869

420

Sept. 02, 2022 		JiangxuLin 0.5009 0.2214 0.2265 0.2821

421

Jun. 15, 2022 		Hakjong 0.5006 0.2249 0.2306 0.2859

422

thomsoren 0.5005 0.2242 0.2298 0.2852

423

May. 28, 2023 		doistha 0.5004 0.2250 0.2317 0.2878

424

Jan. 05, 2021 		rockandroll 0.5003 0.2239 0.2294 0.2849

425

Jan. 01, 2023 		KhuoVie 0.5003 0.2238 0.2293 0.2847

426

Aug. 25, 2020 		bird 0.5002 0.2248 0.2304 0.2862

427

Layotiver 0.5001 0.2240 0.2299 0.2851

428

Dec 19, 2021 		PradaBear 0.5001 0.2236 0.2291 0.2846

429

coangshrimp 0.5000 0.2240 0.2295 0.2850

430

Jun. 06, 2021 		david116711 0.5000 0.2239 0.2294 0.2849

431

morganfang 0.5000 0.2236 0.2291 0.2845

432

jayhwanlee 0.5000 0.2236 0.2291 0.2845

433

XUX 0.5000 0.2236 0.2291 0.2845

434

mysorf 0.4997 0.2237 0.2291 0.2846

435

Dec 23, 2022 		longtruongv 0.4988 0.2232 0.2289 0.2845

436

jppoleb 0.4956 0.2296 0.2415 0.2931

437

Nov. 02, 2022 		ali_c 0.4921 0.2211 0.2268 0.2821

438

Dec 07, 2021 		Yoon 0.4870 0.2194 0.2244 0.2795

439

Mar. 19, 2022 		leemeng 0.4800 0.2150 0.2197 0.2743

440

Apr. 14, 2022 		pevnak 0.4798 0.2136 0.2198 0.2758

441

May. 27, 2026 		aryanaab 0.4794 0.2218 0.2282 0.2802