[+] General Parameters: Training data: /bos/usr0/cx/tmp/knowledge4ir/cv/coorascent/cw12_lm_ir_everything.coorascent/kfolds/Fold4/train.txt Test data: /bos/usr0/cx/tmp/knowledge4ir/cv/coorascent/cw12_lm_ir_everything.coorascent/kfolds/Fold4/test.txt Feature vector representation: Dense. Ranking method: Coordinate Ascent Feature description file: Unspecified. All features will be used. Train metric: map Test metric: NDCG@20 Feature normalization: No Model file: /bos/usr0/cx/tmp/knowledge4ir/cv/coorascent/cw12_lm_ir_everything.coorascent/cv_dir/Fold4/predict.model [+] Coordinate Ascent's Parameters: No. of random restarts: 5 No. of iterations to search in each direction: 25 Tolerance: 0.001 Regularization: No Reading feature file [/bos/usr0/cx/tmp/knowledge4ir/cv/coorascent/cw12_lm_ir_everything.coorascent/kfolds/Fold4/train.txt]: 0... Reading feature file [/bos/usr0/cx/tmp/knowledge4ir/cv/coorascent/cw12_lm_ir_everything.coorascent/kfolds/Fold4/train.txt]... [Done.] (90 ranked lists, 8174 entries read) Reading feature file [/bos/usr0/cx/tmp/knowledge4ir/cv/coorascent/cw12_lm_ir_everything.coorascent/kfolds/Fold4/test.txt]: 0... Reading feature file [/bos/usr0/cx/tmp/knowledge4ir/cv/coorascent/cw12_lm_ir_everything.coorascent/kfolds/Fold4/test.txt]... [Done.] (10 ranked lists, 887 entries read) Initializing... [Done] --------------------------- Training starts... --------------------------- [+] Random restart #1/5... Shuffling features' order... [Done.] Optimizing weight vector... ------------------------------ Feature | weight | MAP | ------------------------------ 3 | +0.0536 | 0.2787 | 3 | +0.1796 | 0.2799 | 11 | +0.0777 | 0.2803 | 4 | +0.0483 | 0.2803 | 4 | +0.0603 | 0.2803 | 4 | +0.1083 | 0.2803 | 5 | +0.0496 | 0.2804 | 5 | +0.0576 | 0.2804 | 5 | +0.1696 | 0.2806 | 18 | +0.0368 | 0.2806 | 18 | +0.0348 | 0.2806 | 18 | +0.0308 | 0.2806 | 18 | +0.0228 | 0.2807 | 18 | +0.0068 | 0.2816 | 18 | -0.0252 | 0.2865 | 18 | -0.0892 | 0.2887 | 18 | -0.2172 | 0.2945 | 18 | -0.4732 | 0.296 | 2 | +0.0413 | 0.2963 | 2 | +0.0573 | 0.2968 | 2 | +0.0893 | 0.2981 | 2 | +0.1533 | 0.3007 | 2 | +0.2813 | 0.3017 | 2 | +0.5373 | 0.3018 | 2 | +1.0493 | 0.306 | 2 | +2.0733 | 0.306 | 14 | +0.0056 | 0.3067 | 14 | -0.0224 | 0.3168 | 8 | +0.0095 | 0.3169 | 8 | +0.0115 | 0.317 | 8 | +0.0155 | 0.3178 | 8 | +0.0235 | 0.3182 | 8 | +0.0395 | 0.3199 | 8 | +0.0715 | 0.3222 | 8 | +0.2635 | 0.3224 | 8 | +0.5195 | 0.3325 | 8 | +1.0315 | 0.333 | 7 | +0.0352 | 0.333 | 9 | +0.0031 | 0.3331 | 9 | +0.0011 | 0.3332 | 9 | -0.0029 | 0.3337 | 17 | -0.0029 | 0.3352 | 17 | -0.0109 | 0.3367 | 12 | +0.0071 | 0.3378 | 12 | +0.0191 | 0.3413 | 12 | +0.0351 | 0.3426 | 16 | +0.0029 | 0.3428 | 16 | +9.0E-4 | 0.3432 | 16 | -0.0031 | 0.3457 | 10 | +0.0029 | 0.3483 | 13 | +0.005 | 0.3484 | 1 | +0.0069 | 0.3485 | 1 | +0.0189 | 0.3489 | ------------------------------ Shuffling features' order... [Done.] Optimizing weight vector... ------------------------------ Feature | weight | MAP | ------------------------------ 5 | +0.5265 | 0.358 | 4 | +0.0052 | 0.358 | 4 | +0.0032 | 0.358 | 4 | -8.0E-4 | 0.358 | 4 | -0.0088 | 0.3581 | 4 | -0.0248 | 0.3581 | 4 | -0.0568 | 0.3582 | 9 | -0.0015 | 0.3582 | 9 | -0.0011 | 0.3592 | 9 | -4.0E-4 | 0.3598 | 8 | +0.2957 | 0.3598 | 8 | +0.2897 | 0.3599 | 8 | +0.2817 | 0.3599 | 8 | +0.2657 | 0.36 | 16 | -0.0013 | 0.3603 | 18 | -0.0347 | 0.3603 | 13 | +0.0022 | 0.3607 | 10 | +0.002 | 0.3607 | 10 | +0.0022 | 0.3609 | 2 | +0.1999 | 0.361 | 7 | +0.0221 | 0.361 | ------------------------------ Shuffling features' order... [Done.] Optimizing weight vector... ------------------------------ Feature | weight | MAP | ------------------------------ 2 | +0.2005 | 0.3612 | 8 | +0.2719 | 0.3612 | 16 | -0.0012 | 0.3613 | 9 | -4.0E-4 | 0.3613 | 9 | -1.0E-4 | 0.3613 | ------------------------------ Shuffling features' order... [Done.] Optimizing weight vector... ------------------------------ Feature | weight | MAP | ------------------------------ ------------------------------ [+] Random restart #2/5... Shuffling features' order... [Done.] Optimizing weight vector... ------------------------------ Feature | weight | MAP | ------------------------------ 13 | +0.0536 | 0.2787 | 13 | +0.0836 | 0.279 | 4 | +0.052 | 0.279 | 4 | +0.054 | 0.2791 | 4 | +0.058 | 0.2791 | 4 | +0.066 | 0.2791 | 4 | +0.082 | 0.2794 | 4 | +0.114 | 0.2795 | 4 | +0.178 | 0.2799 | 10 | +0.0443 | 0.2799 | 10 | +0.0423 | 0.2804 | 10 | +0.0383 | 0.2825 | 10 | +0.0143 | 0.2869 | 10 | -0.0177 | 0.2921 | 12 | +0.0476 | 0.2922 | 12 | +0.0616 | 0.2923 | 12 | +0.3016 | 0.2941 | 8 | +0.0381 | 0.2943 | 8 | +0.0401 | 0.2945 | 8 | +0.0441 | 0.2945 | 8 | +0.0521 | 0.2946 | 8 | +0.0681 | 0.2958 | 8 | +0.1001 | 0.2988 | 8 | +0.1641 | 0.3021 | 8 | +0.2921 | 0.3105 | 8 | +0.5481 | 0.3162 | 8 | +2.0841 | 0.3196 | 8 | +4.1321 | 0.3203 | 2 | +0.0083 | 0.3203 | 2 | +0.0103 | 0.3204 | 2 | +0.0143 | 0.326 | 2 | +0.0223 | 0.3262 | 16 | +0.0082 | 0.3262 | 14 | +0.0062 | 0.3265 | 3 | +0.0042 | 0.3265 | 11 | +0.0102 | 0.3268 | 18 | +0.0062 | 0.3284 | 5 | +0.0082 | 0.3284 | 5 | +0.0102 | 0.3284 | 5 | +0.0142 | 0.3286 | 5 | +0.0222 | 0.3287 | 5 | +1.0302 | 0.3387 | 1 | +0.0346 | 0.3467 | 17 | +0.0024 | 0.347 | 17 | +4.0E-4 | 0.3497 | 7 | +0.0025 | 0.3497 | 7 | +5.0E-4 | 0.3497 | 7 | -0.0035 | 0.3499 | 7 | -0.0115 | 0.35 | 7 | -0.0275 | 0.3512 | ------------------------------ Shuffling features' order... [Done.] Optimizing weight vector... ------------------------------ Feature | weight | MAP | ------------------------------ 10 | -0.0013 | 0.3514 | 7 | -0.0299 | 0.3514 | 7 | -0.0339 | 0.3516 | 16 | +0.0048 | 0.3516 | 13 | +0.0043 | 0.3516 | 13 | +0.0023 | 0.352 | 13 | -0.0097 | 0.3525 | 13 | -0.0577 | 0.3538 | 17 | +5.0E-4 | 0.3539 | 17 | +6.0E-4 | 0.3539 | 17 | +7.0E-4 | 0.3541 | 17 | +0.001 | 0.3542 | 17 | +0.003 | 0.3564 | 17 | +0.0056 | 0.3571 | 17 | +0.0109 | 0.3597 | 18 | +0.0017 | 0.3599 | 18 | -3.0E-4 | 0.3605 | 2 | +0.0107 | 0.3607 | 2 | +0.0167 | 0.3608 | 1 | +0.0315 | 0.3614 | ------------------------------ Shuffling features' order... [Done.] Optimizing weight vector... ------------------------------ Feature | weight | MAP | ------------------------------ 13 | -0.0529 | 0.3616 | 12 | +0.0193 | 0.3617 | 12 | +0.0173 | 0.3622 | 7 | -0.0326 | 0.3623 | 1 | +0.0325 | 0.3626 | ------------------------------ Shuffling features' order... [Done.] Optimizing weight vector... ------------------------------ Feature | weight | MAP | ------------------------------ 18 | -1.0E-4 | 0.3626 | 13 | -0.0521 | 0.3629 | ------------------------------ Shuffling features' order... [Done.] Optimizing weight vector... ------------------------------ Feature | weight | MAP | ------------------------------ 2 | +0.0176 | 0.3629 | 18 | +0.0 | 0.3631 | ------------------------------ Shuffling features' order... [Done.] Optimizing weight vector... ------------------------------ Feature | weight | MAP | ------------------------------ ------------------------------ [+] Random restart #3/5... Shuffling features' order... [Done.] Optimizing weight vector... ------------------------------ Feature | weight | MAP | ------------------------------ 16 | +0.0676 | 0.2787 | 16 | +0.1156 | 0.2816 | 16 | +0.1796 | 0.2868 | 3 | +0.0497 | 0.2868 | 3 | +0.0537 | 0.287 | 3 | +0.0617 | 0.2871 | 3 | +0.0777 | 0.2873 | 2 | +0.0483 | 0.2873 | 2 | +0.5563 | 0.2954 | 2 | +1.0683 | 0.2957 | 5 | +0.0234 | 0.2957 | 5 | +0.0254 | 0.2957 | 5 | +0.0294 | 0.2957 | 5 | +0.0374 | 0.2958 | 5 | +0.0534 | 0.2959 | 5 | +0.0854 | 0.2965 | 5 | +0.1494 | 0.2966 | 12 | +0.0209 | 0.2966 | 12 | +0.0269 | 0.2969 | 14 | +0.0127 | 0.2974 | 14 | +0.0047 | 0.2978 | 14 | -0.0113 | 0.3011 | 14 | -0.0433 | 0.3087 | 1 | +0.0203 | 0.3087 | 1 | +0.0223 | 0.314 | 1 | +0.0263 | 0.3144 | 1 | +0.0343 | 0.3158 | 1 | +0.5303 | 0.3187 | 1 | +4.1143 | 0.3192 | 10 | +0.0028 | 0.3202 | 11 | +0.0188 | 0.3261 | 11 | +0.0348 | 0.3281 | 18 | +0.0027 | 0.3281 | 18 | +7.0E-4 | 0.3286 | 18 | -0.0033 | 0.3287 | 18 | -0.0113 | 0.329 | 18 | -0.0273 | 0.3298 | 18 | -0.0593 | 0.3321 | 18 | -0.1233 | 0.3333 | 18 | -0.2513 | 0.3487 | 4 | +0.0039 | 0.3488 | 4 | +0.0059 | 0.3489 | 4 | +0.0339 | 0.3494 | 4 | +0.1299 | 0.3496 | 13 | +0.0016 | 0.3497 | 13 | -0.0284 | 0.3514 | 7 | +0.0035 | 0.3514 | 8 | +0.0035 | 0.3515 | 8 | +0.0055 | 0.3517 | 8 | +0.0095 | 0.352 | 8 | +0.0175 | 0.3523 | 8 | +0.0335 | 0.353 | 8 | +0.0655 | 0.3539 | 8 | +0.5135 | 0.3566 | 17 | +0.0019 | 0.3566 | ------------------------------ Shuffling features' order... [Done.] Optimizing weight vector... ------------------------------ Feature | weight | MAP | ------------------------------ 12 | +0.0013 | 0.3567 | 12 | -7.0E-4 | 0.3571 | 12 | -0.0047 | 0.3574 | 19 | +0.0018 | 0.3574 | 4 | +0.0731 | 0.3574 | 4 | +0.0591 | 0.3575 | 4 | +0.0431 | 0.3575 | 4 | +0.0111 | 0.3577 | 4 | -0.0529 | 0.3579 | 4 | -0.1809 | 0.3588 | 18 | -0.1048 | 0.3589 | 2 | +0.0667 | 0.3598 | 8 | +0.2957 | 0.3599 | 8 | +0.2937 | 0.3604 | 8 | +0.2897 | 0.3613 | 8 | +0.2817 | 0.3615 | 8 | +0.2657 | 0.3618 | 8 | +0.2337 | 0.3621 | 13 | -0.018 | 0.3622 | 1 | +0.3355 | 0.3622 | 10 | +0.002 | 0.3624 | 5 | +0.0114 | 0.3624 | 5 | +0.0254 | 0.363 | 5 | +0.0414 | 0.3636 | 5 | +0.5214 | 0.3681 | ------------------------------ Shuffling features' order... [Done.] Optimizing weight vector... ------------------------------ Feature | weight | MAP | ------------------------------ 5 | +0.3381 | 0.3682 | 5 | +0.3301 | 0.3682 | 5 | +0.3141 | 0.3682 | 5 | +0.2821 | 0.3684 | 12 | -0.0041 | 0.3684 | 19 | +0.0012 | 0.3684 | 2 | +0.0496 | 0.3684 | 1 | +0.2351 | 0.3685 | 13 | -0.0277 | 0.3686 | 11 | +0.009 | 0.369 | 16 | -0.0033 | 0.3691 | 3 | +0.0019 | 0.3693 | 3 | +0.0024 | 0.3697 | 8 | +0.172 | 0.3698 | ------------------------------ Shuffling features' order... [Done.] Optimizing weight vector... ------------------------------ Feature | weight | MAP | ------------------------------ 15 | +0.0011 | 0.3698 | 8 | +0.1712 | 0.3698 | 12 | -0.005 | 0.3698 | 4 | -0.1204 | 0.3698 | 4 | -0.1324 | 0.3699 | 7 | +0.0016 | 0.3699 | 5 | +0.2854 | 0.3699 | 14 | -0.0034 | 0.37 | 13 | -0.0261 | 0.37 | 19 | +0.0013 | 0.37 | ------------------------------ Shuffling features' order... [Done.] Optimizing weight vector... ------------------------------ Feature | weight | MAP | ------------------------------ 7 | +0.0021 | 0.37 | 4 | -0.1302 | 0.3701 | 9 | +0.0011 | 0.3701 | ------------------------------ Shuffling features' order... [Done.] Optimizing weight vector... ------------------------------ Feature | weight | MAP | ------------------------------ ------------------------------ [+] Random restart #4/5... Shuffling features' order... [Done.] Optimizing weight vector... ------------------------------ Feature | weight | MAP | ------------------------------ 17 | +0.0516 | 0.2787 | 17 | +0.0496 | 0.2787 | 17 | +0.0456 | 0.2789 | 17 | -0.0104 | 0.2794 | 17 | -0.2024 | 0.2799 | 3 | +0.0428 | 0.2802 | 3 | +0.0388 | 0.2803 | 3 | +0.0148 | 0.2812 | 10 | +0.0402 | 0.2816 | 10 | +0.0162 | 0.2875 | 4 | +0.1118 | 0.2877 | 4 | +0.1758 | 0.2883 | 4 | +0.5598 | 0.2906 | 16 | +0.0953 | 0.2972 | 16 | +0.1593 | 0.3081 | 2 | +0.0296 | 0.3082 | 2 | +0.0356 | 0.3084 | 2 | +0.0436 | 0.3088 | 2 | +0.0596 | 0.3092 | 2 | +0.0916 | 0.3102 | 2 | +0.1556 | 0.3119 | 2 | +0.5396 | 0.3132 | 15 | +0.0199 | 0.3139 | 15 | +0.0219 | 0.3143 | 5 | +0.0499 | 0.3144 | 13 | +0.0033 | 0.3147 | 13 | -0.0127 | 0.3151 | 14 | +0.0174 | 0.3152 | 14 | +0.0154 | 0.3154 | 14 | +0.0114 | 0.316 | 14 | +0.0034 | 0.3169 | 14 | -0.0126 | 0.3196 | 14 | -0.0446 | 0.3243 | 11 | +0.017 | 0.3244 | 11 | +0.015 | 0.3245 | 1 | +0.019 | 0.3246 | 1 | +0.021 | 0.326 | 1 | +0.025 | 0.3277 | 1 | +0.033 | 0.3282 | 1 | +0.145 | 0.3288 | 1 | +0.273 | 0.3305 | 1 | +0.529 | 0.3469 | 7 | +0.0129 | 0.3469 | 8 | +0.0129 | 0.3469 | 8 | +0.0269 | 0.3472 | 8 | +0.0429 | 0.3478 | 8 | +0.0749 | 0.3491 | 8 | +0.1389 | 0.3506 | 8 | +0.2669 | 0.3517 | 8 | +0.5229 | 0.3544 | 18 | +0.0089 | 0.3545 | ------------------------------ Shuffling features' order... [Done.] Optimizing weight vector... ------------------------------ Feature | weight | MAP | ------------------------------ 18 | +0.0059 | 0.3547 | 18 | +0.0019 | 0.3553 | 18 | -0.0061 | 0.3559 | 18 | -0.0221 | 0.3569 | 18 | -0.0541 | 0.3612 | 1 | +0.2222 | 0.3612 | 1 | +0.2362 | 0.3614 | 1 | +0.2522 | 0.3615 | 1 | +0.2842 | 0.3633 | 4 | +0.0744 | 0.3633 | 4 | +0.0664 | 0.3633 | 4 | +0.0504 | 0.3633 | 4 | -0.1736 | 0.3649 | 12 | +0.0075 | 0.365 | 12 | +0.0095 | 0.3651 | 12 | +0.0135 | 0.3652 | 12 | +0.0215 | 0.3674 | 7 | +0.0039 | 0.3674 | 7 | -0.0241 | 0.369 | 8 | +0.2769 | 0.3692 | 8 | +0.2829 | 0.3692 | 8 | +0.3069 | 0.3693 | 13 | -0.0032 | 0.3693 | 5 | +0.0191 | 0.3693 | 5 | +0.0791 | 0.3696 | 5 | +0.5271 | 0.3726 | 17 | -0.0165 | 0.3727 | 3 | +0.0014 | 0.3727 | 3 | +0.0015 | 0.3728 | ------------------------------ Shuffling features' order... [Done.] Optimizing weight vector... ------------------------------ Feature | weight | MAP | ------------------------------ 4 | -0.1018 | 0.3728 | 4 | -0.1058 | 0.3729 | 4 | -0.1298 | 0.3744 | 1 | +0.1466 | 0.3744 | 5 | +0.3073 | 0.3744 | 5 | +0.2753 | 0.3744 | 5 | +0.2113 | 0.3745 | 12 | +0.0139 | 0.3746 | 17 | -0.0214 | 0.3747 | 18 | -0.0318 | 0.3748 | 18 | -0.0338 | 0.375 | 2 | +0.0851 | 0.3751 | ------------------------------ Shuffling features' order... [Done.] Optimizing weight vector... ------------------------------ Feature | weight | MAP | ------------------------------ 8 | +0.2208 | 0.3751 | 4 | -0.1441 | 0.3751 | 4 | -0.2061 | 0.3757 | ------------------------------ Shuffling features' order... [Done.] Optimizing weight vector... ------------------------------ Feature | weight | MAP | ------------------------------ 18 | -0.0325 | 0.3758 | 4 | -0.1927 | 0.3758 | 4 | -0.1907 | 0.3758 | 4 | -0.1867 | 0.3759 | 8 | +0.2073 | 0.376 | 5 | +0.1962 | 0.376 | 5 | +0.1642 | 0.3763 | 13 | -0.0174 | 0.3765 | ------------------------------ Shuffling features' order... [Done.] Optimizing weight vector... ------------------------------ Feature | weight | MAP | ------------------------------ 3 | +0.0019 | 0.3788 | 7 | -0.0157 | 0.3789 | 4 | -0.195 | 0.3791 | 18 | -0.0356 | 0.3792 | 18 | -0.0976 | 0.3801 | 1 | +0.1577 | 0.3805 | 8 | +0.1908 | 0.3839 | 14 | -0.0093 | 0.3842 | 5 | +0.1646 | 0.3842 | 5 | +0.1626 | 0.3842 | 5 | +0.1586 | 0.3843 | 5 | +0.1506 | 0.3843 | 10 | +0.0017 | 0.3844 | ------------------------------ Shuffling features' order... [Done.] Optimizing weight vector... ------------------------------ Feature | weight | MAP | ------------------------------ 5 | +0.1538 | 0.3844 | 8 | +0.1956 | 0.3844 | 18 | -0.0976 | 0.3845 | 12 | +0.0123 | 0.3846 | 12 | +0.0063 | 0.3852 | 4 | -0.1914 | 0.3856 | ------------------------------ Shuffling features' order... [Done.] Optimizing weight vector... ------------------------------ Feature | weight | MAP | ------------------------------ 18 | -0.0969 | 0.3856 | 2 | +0.0815 | 0.3857 | ------------------------------ Shuffling features' order... [Done.] Optimizing weight vector... ------------------------------ Feature | weight | MAP | ------------------------------ 12 | +0.0053 | 0.3857 | 5 | +0.1537 | 0.3857 | ------------------------------ Shuffling features' order... [Done.] Optimizing weight vector... ------------------------------ Feature | weight | MAP | ------------------------------ 2 | +0.0827 | 0.3857 | ------------------------------ Shuffling features' order... [Done.] Optimizing weight vector... ------------------------------ Feature | weight | MAP | ------------------------------ ------------------------------ [+] Random restart #5/5... Shuffling features' order... [Done.] Optimizing weight vector... ------------------------------ Feature | weight | MAP | ------------------------------ 4 | +0.0536 | 0.2787 | 4 | +0.0596 | 0.2787 | 4 | +0.0676 | 0.2788 | 4 | +0.0836 | 0.279 | 4 | +0.1156 | 0.2791 | 4 | +0.1796 | 0.2795 | 8 | +0.0477 | 0.2795 | 8 | +0.0497 | 0.2795 | 8 | +0.0537 | 0.2795 | 8 | +0.0617 | 0.2796 | 8 | +0.1737 | 0.2812 | 8 | +0.3017 | 0.2865 | 8 | +0.5577 | 0.292 | 8 | +2.0937 | 0.2982 | 8 | +4.1417 | 0.2993 | 9 | +0.0102 | 0.2993 | 9 | +0.0722 | 0.2993 | 19 | +0.0096 | 0.3003 | 19 | +0.0116 | 0.3011 | 19 | +0.0156 | 0.3033 | 19 | +0.0236 | 0.305 | 19 | +0.0396 | 0.3089 | 1 | +0.0094 | 0.3092 | 1 | +0.0114 | 0.3094 | 1 | +0.0154 | 0.3143 | 1 | +0.0234 | 0.3148 | 1 | +0.0394 | 0.3215 | 1 | +0.0714 | 0.3222 | 1 | +0.2634 | 0.3319 | 1 | +0.5194 | 0.3335 | 7 | +0.0045 | 0.3335 | 7 | +0.0025 | 0.3336 | 7 | -0.0015 | 0.334 | 7 | -0.0095 | 0.3343 | 7 | -0.0255 | 0.3344 | 7 | -0.0575 | 0.3358 | 7 | -0.1215 | 0.3373 | 3 | +0.006 | 0.3377 | 13 | +0.004 | 0.3378 | 13 | -0.01 | 0.3393 | 13 | -0.026 | 0.3403 | 13 | -0.058 | 0.3436 | 11 | +0.0057 | 0.3437 | 16 | +0.0057 | 0.3438 | 16 | +0.0357 | 0.3447 | 15 | +0.0036 | 0.3459 | 15 | +0.0016 | 0.3461 | 2 | +0.0056 | 0.3462 | 10 | +0.0036 | 0.3474 | 10 | +0.0016 | 0.3499 | 14 | +0.0036 | 0.3508 | 18 | +0.0036 | 0.3509 | 18 | +0.0016 | 0.3509 | 18 | -0.0024 | 0.3512 | 18 | -0.0104 | 0.3516 | 18 | -0.0264 | 0.3532 | 18 | -0.0584 | 0.3552 | 17 | +0.0074 | 0.3552 | 5 | +0.0073 | 0.3555 | 5 | +0.0113 | 0.356 | 5 | +0.0353 | 0.3582 | 5 | +0.0673 | 0.3595 | 5 | +1.0273 | 0.3628 | 12 | +0.0091 | 0.3629 | ------------------------------ Shuffling features' order... [Done.] Optimizing weight vector... ------------------------------ Feature | weight | MAP | ------------------------------ 17 | +0.0026 | 0.3632 | 4 | +0.0043 | 0.3632 | 4 | +3.0E-4 | 0.3632 | 4 | -0.0077 | 0.3633 | 4 | -0.1197 | 0.3646 | 1 | +0.134 | 0.3651 | 10 | +9.0E-4 | 0.3652 | 19 | +0.0097 | 0.3659 | 7 | -0.0404 | 0.3662 | 7 | -0.0384 | 0.3666 | 14 | +0.0016 | 0.3667 | 14 | +0.0017 | 0.3667 | 8 | +0.1647 | 0.3667 | 8 | +0.1607 | 0.3671 | 18 | -0.0253 | 0.3672 | 18 | -0.0313 | 0.3673 | 18 | -0.0393 | 0.3684 | 13 | -0.025 | 0.3687 | 12 | +0.009 | 0.3692 | 5 | +0.1875 | 0.3695 | ------------------------------ Shuffling features' order... [Done.] Optimizing weight vector... ------------------------------ Feature | weight | MAP | ------------------------------ 13 | -0.0324 | 0.3695 | 1 | +0.1766 | 0.3695 | 18 | -0.0527 | 0.3696 | 18 | -0.0547 | 0.3697 | 18 | -0.0667 | 0.3699 | 17 | -0.004 | 0.3701 | 15 | +0.001 | 0.3704 | 15 | +0.0011 | 0.3707 | 19 | +0.0057 | 0.3727 | 7 | -0.0496 | 0.373 | 7 | -0.0476 | 0.3739 | 7 | -0.0436 | 0.3742 | 7 | -0.0356 | 0.3746 | 7 | -0.0196 | 0.3747 | 2 | +0.0041 | 0.3751 | 4 | -0.1429 | 0.3752 | 8 | +0.155 | 0.3784 | 3 | +0.0023 | 0.3791 | ------------------------------ Shuffling features' order... [Done.] Optimizing weight vector... ------------------------------ Feature | weight | MAP | ------------------------------ 13 | -0.0344 | 0.3792 | 18 | -0.0699 | 0.3794 | 5 | +0.213 | 0.381 | 2 | +0.0077 | 0.3811 | 2 | +0.0117 | 0.3822 | 7 | -0.024 | 0.3823 | 7 | -0.026 | 0.3823 | 7 | -0.03 | 0.3826 | 10 | +0.0014 | 0.3826 | 1 | +0.2106 | 0.3827 | ------------------------------ Shuffling features' order... [Done.] Optimizing weight vector... ------------------------------ Feature | weight | MAP | ------------------------------ 4 | -0.1613 | 0.3827 | 2 | +0.0105 | 0.3829 | 5 | +0.2196 | 0.3829 | 5 | +0.2156 | 0.383 | 5 | +0.2076 | 0.3831 | 5 | +0.1916 | 0.3836 | 13 | -0.0382 | 0.3837 | 7 | -0.0295 | 0.3837 | 18 | -0.0787 | 0.3838 | 8 | +0.1798 | 0.3839 | ------------------------------ Shuffling features' order... [Done.] Optimizing weight vector... ------------------------------ Feature | weight | MAP | ------------------------------ 18 | -0.0794 | 0.3839 | 8 | +0.1804 | 0.3841 | 5 | +0.1956 | 0.3842 | 5 | +0.1936 | 0.3842 | ------------------------------ Shuffling features' order... [Done.] Optimizing weight vector... ------------------------------ Feature | weight | MAP | ------------------------------ 5 | +0.1932 | 0.3844 | ------------------------------ --------------------------------- Finished sucessfully. MAP on training data: 0.3857 --------------------------------- NDCG@20 on test data: 0.4625 Model saved to: /bos/usr0/cx/tmp/knowledge4ir/cv/coorascent/cw12_lm_ir_everything.coorascent/cv_dir/Fold4/predict.model