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3532.08 5316.73 cm /R65 Do Q Q q 4641.76 5316.74 417.219 317.477 re W n Q q 4641.76 5316.74 417.219 317.477 re W n q 417.218 0 0 317.477 4641.76 5316.74 cm /R67 Do Q Q q 3088.62 4830.09 2362.54 988.523 re W n /R62 cs 0 0.43921 0.75391 scn q 10 0 0 10 0 0 cm BT -0.00366 Tc /R68 4.58004 Tf 1 0 0 1 343.75 567.238 Tm [ (Wh) -5.9702 (a) -2.99576 (t) 4.02455 ( ) -3.9979 (c) -2.99576 (o) 3.04374 (l) -3.00642 (o) 3.04374 (r) 1.95631 ( ) -3.9979 (i) -3.00642 (s) 0.96483 ( ) -3.9979 (t) 4.02455 (h) -5.98086 (e) -2.99576 ( ) ] TJ ET Q 0 0 0 scn q 10 0 0 10 0 0 cm BT -0.00504 Tc /R68 4.58004 Tf 1 0 0 1 378.243 567.238 Tm [ (do) 3.01175 (g) 2.99576 ( ) -4.04055 (\077) -6.0235 ( ) -4.04055 (\133Wh) -5.99152 (i) -3.99257 (t) 3.04374 (e) -3.04374 (\135) ] TJ ET Q 0.49805 0.49805 0.49805 scn q 10 0 0 10 0 0 cm BT 0.04038 Tc /R70 5.85227 Tf 1 0 0 1 323.46 567.111 Tm [ (Q\053) 5.02275 (\133) 4.98938 (A) ] TJ 0 Tc 14.5988 0 Td (\135) Tj 0.02048 Tc -14.1941 -21.5012 Td [ (Ima) -17.0165 (g) -1.03042 (e) ] TJ ET Q 0 0.43921 0.75391 scn q 10 0 0 10 0 0 cm BT -0.00366 Tc /R68 4.58004 Tf 1 0 0 1 454.837 567.238 Tm [ (Wh) -5.9702 (a) -2.99576 (t) 4.02988 ( ) -3.9979 (c) -2.99576 (o) 3.03841 (l) -3.00642 (o) 3.03841 (r) 1.96164 ( ) -3.9979 (i) -3.00642 (s) 0.9595 ( ) -3.9979 (t) 4.02988 (h) -5.98086 (e) ] TJ ET Q 0 0 0 scn q 10 0 0 10 0 0 cm BT /R68 4.58004 Tf 1 0 0 1 489.33 567.238 Tm [ (d) 1.11941 (o) 3.92327 (g) 3.92327 ( ) -3.28361 (\077) -4.66955 ( ) -3.28361 (\133) 1.42858 (B) 0.29851 (l) -2.46271 (a) -1.76974 (c) -1.76974 (k\135) ] TJ ET Q 0.49805 0.49805 0.49805 scn q 10 0 0 10 0 0 cm BT 0.04038 Tc /R70 5.85227 Tf 1 0 0 1 435.602 567.111 Tm [ (Q\053) 5.02275 (\133) 4.98938 (A) ] TJ 0 Tc 14.5988 0 Td (\135) Tj 0.02048 Tc -14.1945 -21.5012 Td [ (Ima) -17.0206 (g) -1.02624 (e) ] TJ ET Q 3.8167 w 8 M /R62 CS 0 0 0 SCN 4121.46 5327.83 46.1563 317.48 re S 0 0 0 scn q 10 0 0 10 0 0 cm BT 0.00382 Tc /R72 3.8167 Tf 1 0 0 1 418.551 560.12 Tm [ (\041\042) -5.00217 (\043) -2.95525 (\044) 5.05335 (\045) ] TJ -0.00191 Tc 5.37539 TL T* [ (\046\045) -6.03843 (\047) ] TJ 0.02099 Tc 4.98828 TL T* [ (\050\051) 2.00855 (\052\045) ] TJ 4.65391 TL T* [ (\053\046) 6.01284 (\045) 1.02346 (\045) 1.02346 (\054) ] TJ 0.00954 Tc -0.09297 -3.98906 Td [ (\055\045) -3.03201 (\051) -1.97017 (\051) -1.97017 (\056) 9.04485 (\041) ] TJ ET Q 4137.91 5388.72 m 4137.91 5392.38 4140.88 5395.35 4144.54 5395.35 c 4148.2 5395.35 4151.16 5392.38 4151.16 5388.72 c 4151.16 5385.06 4148.2 5382.09 4144.54 5382.09 c 4140.88 5382.09 4137.91 5385.06 4137.91 5388.72 c f 4137.91 5368.73 m 4137.91 5372.39 4140.88 5375.36 4144.54 5375.36 c 4148.2 5375.36 4151.16 5372.39 4151.16 5368.73 c 4151.16 5365.07 4148.2 5362.1 4144.54 5362.1 c 4140.88 5362.1 4137.91 5365.07 4137.91 5368.73 c f 4137.91 5348.73 m 4137.91 5352.39 4140.88 5355.36 4144.54 5355.36 c 4148.2 5355.36 4151.16 5352.39 4151.16 5348.73 c 4151.16 5345.07 4148.2 5342.11 4144.54 5342.11 c 4140.88 5342.11 4137.91 5345.07 4137.91 5348.73 c f 0.49805 0.49805 0.49805 scn q 10 0 0 10 0 0 cm BT 0.02183 Tc /R70 4.19837 Tf 1 0 0 1 407.122 570.809 Tm [ (Tr) 7.9551 (a) 6.98979 (i) 1.95388 (ni) 2.02367 (ng) 2.0353 ( ) ] TJ -0.00588 Tc 3.43477 -5.08906 Td [ (Pr) 1.96551 (i) -5.01264 (o) -3.01224 (r) ] TJ 0.02107 Tc /R70 5.85227 Tf 99.591 -19.4969 Td [ (SA) -1.02624 (N) ] TJ ET Q 1 0 0 scn q 10 0 0 10 0 0 cm BT -0.03117 Tc /R68 4.45282 Tf 1 0 0 1 510.673 537.735 Tm [ (Wh) -5.97629 (i) -4.03537 (te) ] TJ ET Q 0.49805 0.49805 0.49805 scn q 10 0 0 10 0 0 cm BT 0.02751 Tc /R70 5.85227 Tf 1 0 0 1 525.363 546.223 Tm [ (GV) 30.003 (Q) 34.9757 (A) ] TJ ET Q 0 0.68945 0.31372 scn q 10 0 0 10 0 0 cm BT -0.01202 Tc /R68 4.45282 Tf 1 0 0 1 528.37 537.665 Tm [ (Bla) 2.01768 (c) 1.96286 (k) ] TJ ET Q 0 0 0 scn q 10 0 0 10 0 0 cm BT -0.50388 Tc /R68 5.85227 Tf 1 0 0 1 368.14 574.179 Tm [ (Tr) -89.0204 (a) -89 (i) -88.9954 (n) ] TJ 0 Tc 125.12 0 Td [ (T) 105.319 (e) -2.69493 (st) ] TJ 0.01405 Tc 22.4074 -19.4781 Td [ (Mo) -4.0132 (d) -1.96905 (els) ] TJ ET Q 0.94922 0.94922 0.94922 scn 4339.77 4835.56 1101.57 435.965 re f 1 1 0 scn 4121.46 4932.93 46.1563 14.9141 re f 0.2666 0.44702 0.76953 scn 4121.46 4947.57 46.1563 221.492 re f 0 0.43921 0.75391 scn q 10 0 0 10 0 0 cm BT 0.02225 Tc /R68 4.19837 Tf 1 0 0 1 342.605 521.023 Tm [ (Is) 8.99019 ( ) 10.9673 (t) 5.98377 (h) 7.96091 (e) 1.9597 ( ) 10.9673 (pe) 1.98296 (r) 2 (s) 8.99601 (o) 5.00101 (n) 7.96091 ( ) ] TJ ET Q 0 0 0 scn q 10 0 0 10 0 0 cm BT -0.01008 Tc /R68 4.19837 Tf 1 0 0 1 367.223 521.023 Tm [ (we) -5.98377 (a) -6.01866 (r) -5.97795 (i) 0.98276 (n) 1.00602 (g) -2.97735 ( ) 2.98898 (s) 1.01765 (h) 1.00602 (o) -2.97735 (r) -5.97795 (t) -1.99459 (s) 1.01765 ( ) 2.98898 (\077) 1.00602 ( ) 2.98898 (\133N) -2.96572 (o) -2.97735 (\135) ] TJ ET Q 0.49805 0.49805 0.49805 scn q 10 0 0 10 0 0 cm BT 0.04038 Tc /R70 5.85227 Tf 1 0 0 1 323.46 520.515 Tm [ (Q\053) 5.02275 (\133) 4.98938 (A) ] TJ 0 Tc 14.5988 0 Td (\135) Tj 0.02048 Tc -14.1941 -21.5012 Td [ (Ima) -17.0165 (g) -1.03042 (e) ] TJ ET Q 0 0.43921 0.75391 scn q 10 0 0 10 0 0 cm BT 0.02225 Tc /R68 4.19837 Tf 1 0 0 1 452.834 521.023 Tm [ (Is) 8.99019 ( ) 10.9673 (t) 5.98958 (h) 7.9551 (e) 1.96551 ( ) 10.9673 (pe) 1.97714 (r) 2 (s) 8.99019 (o) 5.00101 (n) 7.9551 ( ) ] TJ ET Q 0 0 0 scn q 10 0 0 10 0 0 cm BT -0.01008 Tc /R68 4.19837 Tf 1 0 0 1 477.451 521.023 Tm [ (we) -5.98958 (a) -6.01284 (r) -5.97795 (i) 0.97694 (n) 1 (g) -2.97735 ( ) 2.98898 (s) 1.01183 (h) 1 (o) -2.97735 (r) -5.97795 (t) -2 (s) 1.01183 ( ) 2.98898 (\077) 1 ( ) 2.98898 (\133Y) -4.97775 (e) -6.01284 (s) 1.01183 (\135) ] TJ ET Q 0.49805 0.49805 0.49805 scn q 10 0 0 10 0 0 cm BT 0.04038 Tc /R70 5.85227 Tf 1 0 0 1 435.602 520.515 Tm [ (Q\053) 5.02275 (\133) 4.98938 (A) ] TJ 0 Tc 14.5988 0 Td (\135) Tj 0.02048 Tc -14.1945 -21.5012 Td [ (Ima) -17.0206 (g) -1.02624 (e) ] TJ ET Q 4121.46 4851.59 46.1563 317.477 re S 0 0 0 scn q 10 0 0 10 0 0 cm BT 0.02099 Tc /R72 3.8167 Tf 1 0 0 1 418.747 502.313 Tm (\054\056) Tj 0.00382 Tc -0.4793 -13.818 Td [ (\041\056) 6.98513 (\057) -2.96804 (0) -4.96379 (\054) ] TJ 0.19023 4.84141 Td [ (1\045) -3.96592 (\057) -2.96804 (0) -4.96379 (\051) -2.95525 (\045) ] TJ ET Q 4137.91 4912.48 m 4137.91 4916.14 4140.88 4919.11 4144.54 4919.11 c 4148.2 4919.11 4151.16 4916.14 4151.16 4912.48 c 4151.16 4908.82 4148.2 4905.85 4144.54 4905.85 c 4140.88 4905.85 4137.91 4908.82 4137.91 4912.48 c f 4137.91 4892.48 m 4137.91 4896.14 4140.88 4899.11 4144.54 4899.11 c 4148.2 4899.11 4151.16 4896.14 4151.16 4892.48 c 4151.16 4888.82 4148.2 4885.86 4144.54 4885.86 c 4140.88 4885.86 4137.91 4888.82 4137.91 4892.48 c f 4137.91 4872.49 m 4137.91 4876.15 4140.88 4879.11 4144.54 4879.11 c 4148.2 4879.11 4151.16 4876.15 4151.16 4872.49 c 4151.16 4868.83 4148.2 4865.86 4144.54 4865.86 c 4140.88 4865.86 4137.91 4868.83 4137.91 4872.49 c f 0.49805 0.49805 0.49805 scn q 10 0 0 10 0 0 cm BT 0.02183 Tc /R70 4.19837 Tf 1 0 0 1 407.409 523.058 Tm [ (Tr) 7.9551 (a) 6.98979 (i) 1.95388 (ni) 2.02367 (ng) 2.0353 ( ) ] TJ -0.00588 Tc 3.43516 -5.08906 Td [ (Pr) 1.96551 (i) -5.01264 (o) -3.01224 (r) ] TJ 0.02107 Tc /R70 5.85227 Tf 99.3031 -14.582 Td [ (SA) -1.02624 (N) ] TJ ET Q 1 0 0 scn q 10 0 0 10 0 0 cm BT -0.03384 Tc /R68 4.45282 Tf 1 0 0 1 513.272 494.899 Tm (No) Tj ET Q 0.49805 0.49805 0.49805 scn q 10 0 0 10 0 0 cm BT 0.02751 Tc /R70 5.85227 Tf 1 0 0 1 525.363 503.387 Tm [ (GV) 30.003 (Q) 34.9757 (A) ] TJ ET Q 0 0.68945 0.31372 scn q 10 0 0 10 0 0 cm BT -0.00134 Tc /R68 4.45282 Tf 1 0 0 1 530.064 494.83 Tm [ (Ye) 3.96957 (s) ] TJ ET Q Q q 3532.08 4851.91 418.035 317.699 re W n Q q 3532.08 4851.91 418.035 317.699 re W n q 418.035 0 0 317.699 3532.08 4851.91 cm /R75 Do Q Q q 4641.76 4855.84 417.219 317.539 re W n Q q 4641.76 4855.84 417.219 317.539 re W n q 417.218 0 0 317.543 4641.76 4855.84 cm /R77 Do Q Q q 3088.62 4830.09 2362.54 988.523 re W n /R62 cs 0 0 0 scn q 10 0 0 10 0 0 cm BT 0.01405 Tc /R68 5.85227 Tf 1 0 0 1 516.429 511.935 Tm [ (Mo) -4.0132 (d) -1.96905 (els) ] TJ ET Q 0.65039 0.65039 0.65039 scn q 10 0 0 10 0 0 cm BT 0.01305 Tc /R78 6.87006 Tf 0 1 -1 0 317.219 539.684 Tm [ (Ex) 3.99435 (a) 1.99007 (m) 4.00146 (p) 2.00428 (le) 1.99007 ( ) 1.97585 (1) ] TJ -50.4273 0.76484 Td [ (Ex) 3.99435 (a) 1.99007 (m) 4.00146 (p) 2.00428 (le) 1.99007 ( ) 1.97585 (2) ] TJ ET Q Q q 10 0 0 10 0 0 cm BT /R47 8.9664 Tf 0.987 0 0 1 308.862 471.507 Tm [ (Figure) -253.017 (1\072) -315.019 (Existing) -253.02 (VQA) -254.021 (models\054) -253.012 (such) -253.994 (as) -253 (SAN) -254.016 (\133) ] TJ ET Q 0 0 1 rg q 10 0 0 10 0 0 cm BT /R47 8.9664 Tf 1 0 0 1 478.031 471.507 Tm (38) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R47 8.9664 Tf 0.987 0 0 1 486.998 471.507 Tm [ (\135\054) -252.995 (tend) -253.983 (to) -253.006 (lar) 17.9923 (gely) ] TJ 0.98 0 0 1 308.862 460.767 Tm [ (rely) -217.98 (on) -218.01 (strong) -217.994 (language) -217.977 (priors) -218.022 (in) -218.005 (train) -218 (sets\054) -224.979 (such) -218 (as\054) -226.007 (the) -218.016 (pr) 0.98911 (ior) -218.01 (answer) ] TJ 1.012 0 0 1 308.566 450.027 Tm (\050) Tj /R57 8.9664 Tf 2.98604 0 Td (\140white\047) Tj /R47 8.9664 Tf 25.4014 0 Td (\054) Tj /R57 8.9664 Tf 4.46131 0 Td (\140no\047) Tj /R47 8.9664 Tf 14.9379 0 Td [ (\051) -246.998 (gi) 24 (v) 15.0106 (en) -246.99 (the) -247.988 (question) -246.993 (type) -247.999 (\050) ] TJ /R57 8.9664 Tf 93.4177 0 Td [ (\140what) -246.987 (color) -247.988 (is) -247.014 (the\047) ] TJ /R47 8.9664 Tf 65.933 0 Td (\054) Tj /R57 8.9664 Tf 4.46131 0 Td [ (\140is) -246.998 (the) ] TJ 1.017 0 0 1 308.862 439.288 Tm [ (per) 10.0159 (son\047) ] TJ /R47 8.9664 Tf 27.3038 0 Td [ (\051\056) -305.014 (Hence\054) -246.009 (the) 13.9917 (y) -246.009 (suf) 25 (fer) -246.009 <7369676e690263616e74> -246.003 (performance) -246.003 (de) 14.9877 (gradation) ] TJ 0.986 0 0 1 308.862 428.548 Tm [ (on) -253.014 (test) -253.009 (image\055question) -253.006 (pairs) -253.006 (whose) -252.981 (answers) -253.009 (\050) ] TJ /R57 8.9664 Tf 162.528 0 Td [ (\140blac) 20.0154 (k\047) ] TJ /R47 8.9664 Tf 25.2112 0 Td (\054) Tj /R57 8.9664 Tf 4.512 0 Td (\140yes\047) Tj /R47 8.9664 Tf 17.4212 0 Td [ (\051) -253.014 (are) -252.975 (not) ] TJ 1.004 0 0 1 308.862 417.808 Tm [ (amongst) -249.018 (the) -248.985 (majority) -249.018 (answers) -249.004 (in) -248.999 (train\056) -310.019 (W) 79.982 (e) -249.01 (propose) -248.982 (a) -249.01 (no) 15.0027 (v) 15.0082 (el) -248.977 (model) ] TJ 1.008 0 0 1 308.566 407.068 Tm (\050) Tj 1 0 0 1 311.576 407.068 Tm (GVQA) Tj 1.008 0 0 1 337.47 407.068 Tm [ (\051\054) -247.984 (b) 20.0026 (uilt) -248.013 (of) 25.008 (f) -248.003 (of) -247.017 (SAN) -247.984 (that) -248.021 (e) 15.0026 (xplicitly) -248.005 (grounds) -246.984 (visual) -248.005 (concepts) ] TJ 1.02 0 0 1 308.862 396.329 Tm [ (in) -272.994 (images\054) -281.018 (and) -274.016 (conse) 1.00638 (quently) -273.982 <7369676e690263616e746c79> -272.983 (outperforms) -273.992 (SAN) -273.005 (in) -274.019 (a) ] TJ 1 0 0 1 308.862 385.589 Tm [ (setting) -250.011 (with) -250.014 (mismatched) -249.995 (priors) -249.995 (between) -249.995 (train) -249.995 (and) -250 (test\056) ] TJ /R47 9.9626 Tf 1.014 0 0 1 308.862 365.412 Tm [ (has) -246 (recei) 23.9958 (v) 14.991 (ed) -246.002 (a) -245.988 (lot) -246.988 (of) -245.985 (attention) -245.98 (\226) -246.019 (a) -246.995 (number) -245.99 (of) -245.985 (VQA) -245.98 (datasets) ] TJ 1.02 0 0 1 308.862 353.696 Tm [ (ha) 20.0106 (v) 14 (e) -282.983 (been) -281.996 (curated) -282.991 (\133) ] TJ ET Q 0 0 1 rg q 10 0 0 10 0 0 cm BT /R47 9.9626 Tf 1 0 0 1 388.796 353.696 Tm (5) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R47 9.9626 Tf 1.02 0 0 1 393.778 353.696 Tm (\054) Tj ET Q 0 0 1 rg q 10 0 0 10 0 0 cm BT /R47 9.9626 Tf 1 0 0 1 399.192 353.696 Tm (21) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R47 9.9626 Tf 1.02 0 0 1 409.155 353.696 Tm (\054) Tj ET Q 0 0 1 rg q 10 0 0 10 0 0 cm BT /R47 9.9626 Tf 1 0 0 1 414.569 353.696 Tm (41) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R47 9.9626 Tf 1.02 0 0 1 424.532 353.696 Tm (\054) Tj ET Q 0 0 1 rg q 10 0 0 10 0 0 cm BT /R47 9.9626 Tf 1 0 0 1 429.946 353.696 Tm (12) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R47 9.9626 Tf 1.02 0 0 1 439.909 353.696 Tm (\054) Tj ET Q 0 0 1 rg q 10 0 0 10 0 0 cm BT /R47 9.9626 Tf 1 0 0 1 445.324 353.696 Tm (25) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R47 9.9626 Tf 1.02 0 0 1 455.286 353.696 Tm (\054) Tj ET Q 0 0 1 rg q 10 0 0 10 0 0 cm BT /R47 9.9626 Tf 1 0 0 1 460.701 353.696 Tm (11) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R47 9.9626 Tf 1.02 0 0 1 470.663 353.696 Tm (\054) Tj ET Q 0 0 1 rg q 10 0 0 10 0 0 cm BT /R47 9.9626 Tf 1 0 0 1 476.078 353.696 Tm (29) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R47 9.9626 Tf 1.02 0 0 1 486.04 353.696 Tm (\054) Tj ET Q 0 0 1 rg q 10 0 0 10 0 0 cm BT /R47 9.9626 Tf 1 0 0 1 491.455 353.696 Tm (13) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R47 9.9626 Tf 1.02 0 0 1 501.417 353.696 Tm (\054) Tj ET Q 0 0 1 rg q 10 0 0 10 0 0 cm BT /R47 9.9626 Tf 1 0 0 1 506.832 353.696 Tm (39) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R47 9.9626 Tf 1.02 0 0 1 516.795 353.696 Tm [ (\135) -283.007 (and) -283.007 (a) ] TJ 1.012 0 0 1 308.613 341.98 Tm [ (v) 24.9949 (ariety) -246.992 (of) -246.994 (deep\055learning) -246.992 (models) -246.994 (ha) 19.9872 (v) 14.9989 (e) -247.004 (been) -247 (de) 24.0166 (v) 14.9989 (eloped) -246.985 (\133) ] TJ ET Q 0 0 1 rg q 10 0 0 10 0 0 cm BT /R47 9.9626 Tf 1 0 0 1 528.864 341.98 Tm (5) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R47 9.9626 Tf 1.012 0 0 1 533.845 341.98 Tm (\054) Tj ET Q 0 0 1 rg q 10 0 0 10 0 0 cm BT /R47 9.9626 Tf 1 0 0 1 538.855 341.98 Tm (9) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R47 9.9626 Tf 1.012 0 0 1 543.837 341.98 Tm (\054) Tj ET Q 0 0 1 rg q 10 0 0 10 0 0 cm BT /R47 9.9626 Tf 1 0 0 1 308.862 330.264 Tm (38) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R47 9.9626 Tf 0.98 0 0 1 318.825 330.264 Tm (\054) Tj ET Q 0 0 1 rg q 10 0 0 10 0 0 cm BT /R47 9.9626 Tf 1 0 0 1 323.381 330.264 Tm (37) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R47 9.9626 Tf 0.98 0 0 1 333.343 330.264 Tm (\054) Tj ET Q 0 0 1 rg q 10 0 0 10 0 0 cm BT /R47 9.9626 Tf 1 0 0 1 337.9 330.264 Tm (16) Tj ET 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