diff --git a/VideoMMMU/Engineering/Engineering/.DS_Store b/VideoMMMU/Engineering/Engineering/.DS_Store
new file mode 100644
index 0000000000000000000000000000000000000000..5008ddfcf53c02e82d7eee2e57c38e5672ef89f6
Binary files /dev/null and b/VideoMMMU/Engineering/Engineering/.DS_Store differ
diff --git a/VideoMMMU/Engineering/__MACOSX/._Engineering b/VideoMMMU/Engineering/__MACOSX/._Engineering
new file mode 100644
index 0000000000000000000000000000000000000000..0500f29f4e1042b45319ab9ad23bf1ac0c41e1ee
Binary files /dev/null and b/VideoMMMU/Engineering/__MACOSX/._Engineering differ
diff --git a/VideoMMMU/Engineering/__MACOSX/Engineering/._.DS_Store b/VideoMMMU/Engineering/__MACOSX/Engineering/._.DS_Store
new file mode 100644
index 0000000000000000000000000000000000000000..a5b28df1cbc6e15bd0d35cdadd0c2e65d5131c7d
Binary files /dev/null and b/VideoMMMU/Engineering/__MACOSX/Engineering/._.DS_Store differ
diff --git a/VideoMMMU/Engineering/new_Computer_Science_1.mp4 b/VideoMMMU/Engineering/new_Computer_Science_1.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..754b001ec7856093b0f2e43d39898045351b9c77
--- /dev/null
+++ b/VideoMMMU/Engineering/new_Computer_Science_1.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:4416715e29577e7cc2c36531905957fce3e178e9ecfbcbc4b9a37a820dd15852
+size 16993661
diff --git a/VideoMMMU/Engineering/test_Computer_Science_141.mp4 b/VideoMMMU/Engineering/test_Computer_Science_141.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..f98d06a804940acfb15fc47572a4299020dd418e
--- /dev/null
+++ b/VideoMMMU/Engineering/test_Computer_Science_141.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:a3469f6c2d5d70540611f0813d5fbfacbd901be2945f4b062738241479d02f97
+size 70380129
diff --git a/VideoMMMU/Engineering/test_Computer_Science_351.mp4 b/VideoMMMU/Engineering/test_Computer_Science_351.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..aaada1c89b71be36fd2559b9d9387217794ad5e7
--- /dev/null
+++ b/VideoMMMU/Engineering/test_Computer_Science_351.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:f32b78bc57b8fc60822be24093bc4440bad946bdbbb759d7649c1bb43f2ffeaa
+size 14532580
diff --git a/VideoMMMU/Engineering/test_Electronics_114.mp4 b/VideoMMMU/Engineering/test_Electronics_114.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..6019dda3fbabfafb7d3d0fe5ad5352aff73dfa74
--- /dev/null
+++ b/VideoMMMU/Engineering/test_Electronics_114.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:f5ac24e59d0274291f595d962147ea055bc56107529c9269e6e22bcd1afa5f61
+size 29073503
diff --git a/VideoMMMU/Engineering/test_Electronics_140.mp4 b/VideoMMMU/Engineering/test_Electronics_140.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..b25d0f92daf4c2e554ffcecc13df7fcba3defd3c
--- /dev/null
+++ b/VideoMMMU/Engineering/test_Electronics_140.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:54dd28aae4ccdd4391a90bbce8b66e9a8b116115dcf110fcab3e93b7fadc01ad
+size 13814331
diff --git a/VideoMMMU/Engineering/test_Electronics_6.mp4 b/VideoMMMU/Engineering/test_Electronics_6.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..0580e72612d2a29e52794bdf389ec72eb8091fef
--- /dev/null
+++ b/VideoMMMU/Engineering/test_Electronics_6.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:60001a7396b57d917880396cc45ee51a8bb4d1ea31430d8c996fd0788682e360
+size 16985932
diff --git a/VideoMMMU/Engineering/test_Energy_and_Power_20.mp4 b/VideoMMMU/Engineering/test_Energy_and_Power_20.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..360236ce2e6bf530a3e634378c7e16aead10a1b9
--- /dev/null
+++ b/VideoMMMU/Engineering/test_Energy_and_Power_20.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:c2b5ae8b20497a5f1b6979db217e4552b93ffc6d0140a94ec56be743c7c231e7
+size 22849835
diff --git a/VideoMMMU/Engineering/test_Energy_and_Power_220.mp4 b/VideoMMMU/Engineering/test_Energy_and_Power_220.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..c9ffd082c21bbef02ce93eb38fbd08878f6b486e
--- /dev/null
+++ b/VideoMMMU/Engineering/test_Energy_and_Power_220.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:e3c6581ca9f81cb0e0e05f68ecffb97aa832d9872de511b0da3e48bee7b2b290
+size 27500386
diff --git a/VideoMMMU/Engineering/test_Energy_and_Power_276.mp4 b/VideoMMMU/Engineering/test_Energy_and_Power_276.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..4f1bd471cabfedd163027773d4430b724f4a3b0d
--- /dev/null
+++ b/VideoMMMU/Engineering/test_Energy_and_Power_276.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:0a89523866191bb42c129a82ca6a0e44b800d8cbebe7068bf7f98e5303a52cd9
+size 56705465
diff --git a/VideoMMMU/Engineering/test_Energy_and_Power_33.mp4 b/VideoMMMU/Engineering/test_Energy_and_Power_33.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..cb6d2cdd1cd696414beab1af35b26f07977fccaf
--- /dev/null
+++ b/VideoMMMU/Engineering/test_Energy_and_Power_33.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:cf8fda0aba5a6d5db98397579f85a3e79ff36628d5de2b0f95ae00565511a069
+size 3814535
diff --git a/VideoMMMU/Engineering/test_Energy_and_Power_352.mp4 b/VideoMMMU/Engineering/test_Energy_and_Power_352.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..25350d12bb103a1e2720cfe4a2a38ab364f17a02
--- /dev/null
+++ b/VideoMMMU/Engineering/test_Energy_and_Power_352.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:c1a1744c58cf25c28e60b3022ac573a7bd9a795e0fde7ca1bc8fa6e9ab935b00
+size 4399816
diff --git a/VideoMMMU/Engineering/test_Materials_239.mp4 b/VideoMMMU/Engineering/test_Materials_239.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..a9c585e28c0ce3a5c742b80bf69744de6cc535ac
--- /dev/null
+++ b/VideoMMMU/Engineering/test_Materials_239.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:a21b409c4cb4f23902e6658d63c1465cbc377c0f735bb10b4c7e1164b623df48
+size 2613436
diff --git a/VideoMMMU/Engineering/test_Materials_319.mp4 b/VideoMMMU/Engineering/test_Materials_319.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..0678609f18799b9a6248e4562ccc3a47ab86108d
--- /dev/null
+++ b/VideoMMMU/Engineering/test_Materials_319.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:31100f02a707d5189aba4647f96c445bb60413d4f2497aef7e22c32dc7c38c60
+size 19469530
diff --git a/VideoMMMU/Engineering/test_Materials_91.mp4 b/VideoMMMU/Engineering/test_Materials_91.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..cb589729fdb576634d346ed28a2a5ac5514ece6d
--- /dev/null
+++ b/VideoMMMU/Engineering/test_Materials_91.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:f0c7bf3cce3e7d62bb1dc00cdd8343874b9a4d96f8eaab0ee2008df6896a9a01
+size 56099685
diff --git a/VideoMMMU/Engineering/test_Mechanical_Engineering_203.mp4 b/VideoMMMU/Engineering/test_Mechanical_Engineering_203.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..81735810cde93d2a88db1b864f3ce9f196670eaa
--- /dev/null
+++ b/VideoMMMU/Engineering/test_Mechanical_Engineering_203.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:fa477b9c8c54ec8051c2b9ea89a75a651724b76f2cd9c910482a4a7e9b16563b
+size 47633270
diff --git a/VideoMMMU/Engineering/validation_Agriculture_2.mp4 b/VideoMMMU/Engineering/validation_Agriculture_2.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..0017273b390ffb3a39fba520b2e3edaaf8afa3e6
--- /dev/null
+++ b/VideoMMMU/Engineering/validation_Agriculture_2.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:7b6033ca976228f397250c569c714a92c1d10a41e01750b10758102125c889a9
+size 38641897
diff --git a/VideoMMMU/Engineering/validation_Architecture_and_Engineering_1.mp4 b/VideoMMMU/Engineering/validation_Architecture_and_Engineering_1.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..812da9b949d028a0caa3ae3476c6c4c5fb8ab038
--- /dev/null
+++ b/VideoMMMU/Engineering/validation_Architecture_and_Engineering_1.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:688b1debd4711b092f06645e63c1f5b9e6bccd7b144b0eb69b16e2d3275eb672
+size 22212150
diff --git a/VideoMMMU/Engineering/validation_Architecture_and_Engineering_10.mp4 b/VideoMMMU/Engineering/validation_Architecture_and_Engineering_10.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..134a0186cbf0f601d50458911bb4b88e997c07d1
--- /dev/null
+++ b/VideoMMMU/Engineering/validation_Architecture_and_Engineering_10.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:6c469f1e1a76d75782c19696391811f668b1fdef98f663cfa82c47faaced840c
+size 22051280
diff --git a/VideoMMMU/Engineering/validation_Architecture_and_Engineering_20.mp4 b/VideoMMMU/Engineering/validation_Architecture_and_Engineering_20.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..d45eff696cc4d73c75cb9bdeffa0dc2c48d9554d
--- /dev/null
+++ b/VideoMMMU/Engineering/validation_Architecture_and_Engineering_20.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:3056c46b1306af7cd0c06c45007328e354acade1187b60ed2fa1d3caed84f9f9
+size 20506538
diff --git a/VideoMMMU/Engineering/validation_Architecture_and_Engineering_6.mp4 b/VideoMMMU/Engineering/validation_Architecture_and_Engineering_6.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..eb0fd28cdfa9a2e00778b8b70163ec76e110b0f7
--- /dev/null
+++ b/VideoMMMU/Engineering/validation_Architecture_and_Engineering_6.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:84def4f4037701bdc2034f99157597f9b45d05f9787d5da641c88bc083169a11
+size 68333010
diff --git a/VideoMMMU/Engineering/validation_Computer_Science_19.mp4 b/VideoMMMU/Engineering/validation_Computer_Science_19.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..18073ac1b45077c3bed97803911f903b1e57b570
--- /dev/null
+++ b/VideoMMMU/Engineering/validation_Computer_Science_19.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:1dc0f13912b249ad7a1d01a9ce97a8b32909f165175db11b9bbbb01a13b7017c
+size 8697978
diff --git a/VideoMMMU/Engineering/validation_Computer_Science_2.mp4 b/VideoMMMU/Engineering/validation_Computer_Science_2.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..7428d74dd896252ffb310ee07e1ab5efab2ca27a
--- /dev/null
+++ b/VideoMMMU/Engineering/validation_Computer_Science_2.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:15b69bda8d4c8598b76a9f79a000f62be26bdac595d441025566077f392b2447
+size 5885217
diff --git a/VideoMMMU/Engineering/validation_Computer_Science_4.mp4 b/VideoMMMU/Engineering/validation_Computer_Science_4.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..fe3d6cfbed26ed37b9092a6732b01c595a4ea4bc
--- /dev/null
+++ b/VideoMMMU/Engineering/validation_Computer_Science_4.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:2088f9e14511e86c9877f1ff7cfc9c037a744692bdbc8ab1af5bdd2b42b6d98c
+size 9737673
diff --git a/VideoMMMU/Engineering/validation_Computer_Science_6.mp4 b/VideoMMMU/Engineering/validation_Computer_Science_6.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..f2e91f445a8926653b9eeb853a41940ff434db95
--- /dev/null
+++ b/VideoMMMU/Engineering/validation_Computer_Science_6.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:c037827e515f768a6b6809df3e7405488de7873cb5fe11221321596fcd3a3b2f
+size 9406924
diff --git a/VideoMMMU/Engineering/validation_Electronics_1.mp4 b/VideoMMMU/Engineering/validation_Electronics_1.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..f25dbb4818ec72d620c24bd4c42ef3d1239efe72
--- /dev/null
+++ b/VideoMMMU/Engineering/validation_Electronics_1.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:dacdfdb668b53a29db0d553f4789ab938937cd798a0393b45feca304687e2791
+size 9614565
diff --git a/VideoMMMU/Engineering/validation_Electronics_12.mp4 b/VideoMMMU/Engineering/validation_Electronics_12.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..9cad0ace0e051e6d0d76ae1350ed3686acf2b90c
--- /dev/null
+++ b/VideoMMMU/Engineering/validation_Electronics_12.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:8085c2be8d138efddb0a6b70e26b5e33fe6fdc828a114e57a4638d262490f88b
+size 22483007
diff --git a/VideoMMMU/Engineering/validation_Electronics_13.mp4 b/VideoMMMU/Engineering/validation_Electronics_13.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..ac6030f816a7e7b7a857cc0d61005047ebb7b99b
--- /dev/null
+++ b/VideoMMMU/Engineering/validation_Electronics_13.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:1f2af2c28f78e4604b02bbcfae0b6512c26ffb9bb040eb9fb8532c545eb6c109
+size 12875403
diff --git a/VideoMMMU/Engineering/validation_Electronics_2.mp4 b/VideoMMMU/Engineering/validation_Electronics_2.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..ce371559593cded9e385058b6e1fc61b3b7f9358
--- /dev/null
+++ b/VideoMMMU/Engineering/validation_Electronics_2.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:2e630dcc27ab41f0b638bba948eebbf54483b2abc478689ccb00f2d43f32a758
+size 55946337
diff --git a/VideoMMMU/Engineering/validation_Electronics_5.mp4 b/VideoMMMU/Engineering/validation_Electronics_5.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..4d5f99be719cb87e008cdbb4060b672ca4a009e5
--- /dev/null
+++ b/VideoMMMU/Engineering/validation_Electronics_5.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:d3689808f2126ae55e6ae0378812156c4de16642070dcf19b6576fe9ebc10fd9
+size 18662600
diff --git a/VideoMMMU/Engineering/validation_Electronics_9.mp4 b/VideoMMMU/Engineering/validation_Electronics_9.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..adabfb96553105d1afbe1da3a3ed20b7318cdb57
--- /dev/null
+++ b/VideoMMMU/Engineering/validation_Electronics_9.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:46d91ec81a109a3c0910e2149c5cd735de8f4f2ef5946a7f598d540adc137ca3
+size 11312752
diff --git a/VideoMMMU/Engineering/validation_Energy_and_Power_14.mp4 b/VideoMMMU/Engineering/validation_Energy_and_Power_14.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..775df591dfb12c54a517a02099500c3353efe2e3
--- /dev/null
+++ b/VideoMMMU/Engineering/validation_Energy_and_Power_14.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:2233ea89c13ade012502ce513e4d8101e85fb7e0f68bf0c9eee2dc9615b2e82d
+size 5418956
diff --git a/VideoMMMU/Engineering/validation_Energy_and_Power_16.mp4 b/VideoMMMU/Engineering/validation_Energy_and_Power_16.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..8166b81d3ea1019f967138dc2197a87a6bec5402
--- /dev/null
+++ b/VideoMMMU/Engineering/validation_Energy_and_Power_16.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:c3d33bc2315478ba27ed9253d4766981f65af47991a9b5bd867581215a18886b
+size 35072300
diff --git a/VideoMMMU/Engineering/validation_Energy_and_Power_28.mp4 b/VideoMMMU/Engineering/validation_Energy_and_Power_28.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..7d4a9451433f7aa5a8b1fc1b16f895320f5a247d
--- /dev/null
+++ b/VideoMMMU/Engineering/validation_Energy_and_Power_28.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:6b3d83ba64ab23b369c754e52b28bfa58a26c2ecbd91af452a9f8a3fda6c1ce5
+size 18984126
diff --git a/VideoMMMU/Engineering/validation_Energy_and_Power_3.mp4 b/VideoMMMU/Engineering/validation_Energy_and_Power_3.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..0f900b6dfc4338f5ac5248bf6f1601e2d9d56d47
--- /dev/null
+++ b/VideoMMMU/Engineering/validation_Energy_and_Power_3.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:09018c33b0cab855ac5082ff45dda00b5b0d68b40531608140affc470dcea649
+size 18526870
diff --git a/VideoMMMU/Engineering/validation_Energy_and_Power_5.mp4 b/VideoMMMU/Engineering/validation_Energy_and_Power_5.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..4616f563daa72bbb93cb5510ec74f906d0acb6ce
--- /dev/null
+++ b/VideoMMMU/Engineering/validation_Energy_and_Power_5.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:514ae241af18a3295886110f43db4f061d7fffb3c875ed7734b64bf31bbb3834
+size 14537938
diff --git a/VideoMMMU/Engineering/validation_Energy_and_Power_7.mp4 b/VideoMMMU/Engineering/validation_Energy_and_Power_7.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..84658f82df68dfe5ab1bd113a378432a75c37cfb
--- /dev/null
+++ b/VideoMMMU/Engineering/validation_Energy_and_Power_7.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:4094d40b49affade4e949604795dee79634e7e515ff09b93d00f1f3fb06d7449
+size 17786833
diff --git a/VideoMMMU/Engineering/validation_Materials_11.mp4 b/VideoMMMU/Engineering/validation_Materials_11.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..6cebe07d6664306e7f864ad4d3616d24b2eccfff
--- /dev/null
+++ b/VideoMMMU/Engineering/validation_Materials_11.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:88c93dc7fd8ad7b6e608f00b8dbd77ee3c09a7d086d52134b1df09fa4b4d6b1e
+size 6219115
diff --git a/VideoMMMU/Engineering/validation_Materials_14.mp4 b/VideoMMMU/Engineering/validation_Materials_14.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..414e7e819609a5845bad2cc6682d6a4f91e4cf27
--- /dev/null
+++ b/VideoMMMU/Engineering/validation_Materials_14.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:74d957bc84472723dff5b3db6e9ddfa21132979701fc90e39c8ab9710d19bc94
+size 5107784
diff --git a/VideoMMMU/Engineering/validation_Materials_17.mp4 b/VideoMMMU/Engineering/validation_Materials_17.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..cfa004d7ce33aabc064e29fe0b2f290643820ee8
--- /dev/null
+++ b/VideoMMMU/Engineering/validation_Materials_17.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:51ac22f6d028e0e40cb76da9ddaf2be11c6321856bbdadf5f8b19d0eb8dd2cb9
+size 21700720
diff --git a/VideoMMMU/Engineering/validation_Materials_5.mp4 b/VideoMMMU/Engineering/validation_Materials_5.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..49e98ccbbb6ce758cbd68e545ffccb072674c167
--- /dev/null
+++ b/VideoMMMU/Engineering/validation_Materials_5.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:1c3b8a7e3dec7733b08de949cb7730de98ed4ea28f16ad981908c88b60c70706
+size 15668209
diff --git a/VideoMMMU/Engineering/validation_Materials_6.mp4 b/VideoMMMU/Engineering/validation_Materials_6.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..6c1516fde2ef805545e94e706b124a5c723d2b7c
--- /dev/null
+++ b/VideoMMMU/Engineering/validation_Materials_6.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:516099bd8d0a4f46ce1200197ccd88eb22498d7f2933c7db25b5e1e9c351a0e4
+size 32357334
diff --git a/VideoMMMU/Engineering/validation_Materials_7.mp4 b/VideoMMMU/Engineering/validation_Materials_7.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..59a10a588d0bb278192b165f509fb0e045408831
--- /dev/null
+++ b/VideoMMMU/Engineering/validation_Materials_7.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:670619b334f8751b277f47fc49caee1911e4781cb998a4068ce9c2ca79e6171c
+size 3615385
diff --git a/VideoMMMU/Engineering/validation_Mechanical_Engineering_16.mp4 b/VideoMMMU/Engineering/validation_Mechanical_Engineering_16.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..201b7af7243e4501030ac9ae09bafcb4b27b6011
--- /dev/null
+++ b/VideoMMMU/Engineering/validation_Mechanical_Engineering_16.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:9454d7decfd4f667689786378bf598e8b922040cfb2caa723fd866f44313d67a
+size 11551669
diff --git a/VideoMMMU/Engineering/validation_Mechanical_Engineering_23.mp4 b/VideoMMMU/Engineering/validation_Mechanical_Engineering_23.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..80d9bc52e6f74063058bb4496f7c704cf6ff1f16
--- /dev/null
+++ b/VideoMMMU/Engineering/validation_Mechanical_Engineering_23.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:c5597feec8af56c2a366f5a74de8fab1a43a84d52e04eb4d0d520024e9ac5694
+size 21599587
diff --git a/VideoMMMU/Engineering/validation_Mechanical_Engineering_6.mp4 b/VideoMMMU/Engineering/validation_Mechanical_Engineering_6.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..f181ae4ffec8c802a8a3e844717b9280dffaa1f1
--- /dev/null
+++ b/VideoMMMU/Engineering/validation_Mechanical_Engineering_6.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:1997c8181a69375b01073591c763c6960e8deb55ff983a50841c726860129d9d
+size 12542223
diff --git a/VideoMMMU/Engineering/validation_Mechanical_Engineering_9.mp4 b/VideoMMMU/Engineering/validation_Mechanical_Engineering_9.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..964bda4cbddd68c05b57e700fbf2402c9ba7bfb8
--- /dev/null
+++ b/VideoMMMU/Engineering/validation_Mechanical_Engineering_9.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:4182b72598217e0d0df5c7f0e9710860ef180b7d2419f983b6b6e01d0d643c84
+size 11731483
diff --git a/VideoMMMU/question_only_videos/__MACOSX/question_only/._.DS_Store b/VideoMMMU/question_only_videos/__MACOSX/question_only/._.DS_Store
new file mode 100644
index 0000000000000000000000000000000000000000..a5b28df1cbc6e15bd0d35cdadd0c2e65d5131c7d
Binary files /dev/null and b/VideoMMMU/question_only_videos/__MACOSX/question_only/._.DS_Store differ
diff --git a/VideoMMMU/question_only_videos/new_Art_1_image.mp4 b/VideoMMMU/question_only_videos/new_Art_1_image.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..a890d6b07f59950fb4b5b0e6bcec00c71f235c33
--- /dev/null
+++ b/VideoMMMU/question_only_videos/new_Art_1_image.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:7446f39898a32e6948239a0618d8110aa0488b30061be87d860f54fa498bcc8e
+size 23798
diff --git a/VideoMMMU/question_only_videos/new_Art_Theory_2_image.mp4 b/VideoMMMU/question_only_videos/new_Art_Theory_2_image.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..15538d84aa27fe2df154aacc8efaf3f6f7341102
--- /dev/null
+++ b/VideoMMMU/question_only_videos/new_Art_Theory_2_image.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:ed0f5beddc6ccb7601d2660205f2a2dccc4fea9747b846d2f9f68a2e2de04df5
+size 81011
diff --git a/VideoMMMU/question_only_videos/new_Design_1_image.mp4 b/VideoMMMU/question_only_videos/new_Design_1_image.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..c6312ad8952215b713cd7851db59aa0937ccb8c7
--- /dev/null
+++ b/VideoMMMU/question_only_videos/new_Design_1_image.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:82122054018e2f3382da77540666346d1e78f266795445a14b082a5fe87af577
+size 144928
diff --git a/VideoMMMU/question_only_videos/new_History_3_image.mp4 b/VideoMMMU/question_only_videos/new_History_3_image.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..cd0fc8e9a36ace0af65240f56481b5bcbd714773
--- /dev/null
+++ b/VideoMMMU/question_only_videos/new_History_3_image.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:baa7fb36efcd65ea869a406c2624f77da7bd85e2e0db1fdb834771f59d10aff5
+size 101091
diff --git a/VideoMMMU/question_only_videos/new_History_4_image.mp4 b/VideoMMMU/question_only_videos/new_History_4_image.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..68a86c117e2fa12e25bd35dad6150ec297f33b5c
--- /dev/null
+++ b/VideoMMMU/question_only_videos/new_History_4_image.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:18e767c6a71902528f87d51aee5e7b8dbe440ee941d34f0e635cd62c8076f6cf
+size 25304
diff --git a/VideoMMMU/question_only_videos/new_History_6_image.mp4 b/VideoMMMU/question_only_videos/new_History_6_image.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..1ea1f30572653550cd1000dae978b07d1235506f
--- /dev/null
+++ b/VideoMMMU/question_only_videos/new_History_6_image.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:93d281a23b7d6dd99ea766e154567180217aaddc610653928caf358ad61241df
+size 80511
diff --git a/VideoMMMU/question_only_videos/new_Literature_1_image.mp4 b/VideoMMMU/question_only_videos/new_Literature_1_image.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..3fa81a5d650e44d1896ad82e4417be2deadda7d2
--- /dev/null
+++ b/VideoMMMU/question_only_videos/new_Literature_1_image.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:d87d703ac940483495da0655d7df50f6dd0efa7b6a01fe7c9567191202bac726
+size 32769
diff --git a/VideoMMMU/question_only_videos/new_Psychology_1_image.mp4 b/VideoMMMU/question_only_videos/new_Psychology_1_image.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..e0ad487ee0d285ed5ecb96941c89fd28deb33217
--- /dev/null
+++ b/VideoMMMU/question_only_videos/new_Psychology_1_image.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:d7b577a6aec93be1613f77a869e77fafa0a26a1724eefe30574003657ef8f969
+size 87465
diff --git a/VideoMMMU/question_only_videos/new_Psychology_2_image.mp4 b/VideoMMMU/question_only_videos/new_Psychology_2_image.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..8a2b33f405cd750a698c0adaaa380533ca141b7b
--- /dev/null
+++ b/VideoMMMU/question_only_videos/new_Psychology_2_image.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:42ce9af30bd575a005a762de20473590a4a8e3ba8c5e52ef2fd69a5b1bc61aab
+size 30321
diff --git a/VideoMMMU/question_only_videos/new_Sociology_1_image.mp4 b/VideoMMMU/question_only_videos/new_Sociology_1_image.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..6d778b5e4b7435c268ccad492d03260b98c045c0
--- /dev/null
+++ b/VideoMMMU/question_only_videos/new_Sociology_1_image.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:e40ae2509efdbcdc0d5a1c0ca52035fd9f5032af94c0057045b5fca25fda86aa
+size 108329
diff --git a/VideoMMMU/question_only_videos/new_Sociology_3_image.mp4 b/VideoMMMU/question_only_videos/new_Sociology_3_image.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..65536603b5bc65daad2665a7933ca6de6ab5a5d5
--- /dev/null
+++ b/VideoMMMU/question_only_videos/new_Sociology_3_image.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:a2bd66733b819b7e60c9b40f13cfb5517d3e91309a7489cefb9c2e7a24369136
+size 59141
diff --git a/VideoMMMU/question_only_videos/new_Sociology_6_image.mp4 b/VideoMMMU/question_only_videos/new_Sociology_6_image.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..930f99bf095ee0997a1ba0f9ce32cf95689b9a79
--- /dev/null
+++ b/VideoMMMU/question_only_videos/new_Sociology_6_image.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:afe016352f8b2d0bc4873fec8302fd9091cb5a564b1a7d74336f6e66373bc17a
+size 23670
diff --git a/VideoMMMU/question_only_videos/test_Architecture_and_Engineering_206_image.mp4 b/VideoMMMU/question_only_videos/test_Architecture_and_Engineering_206_image.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..c16139a4fea63526b939aacd384e9a8f12065e69
--- /dev/null
+++ b/VideoMMMU/question_only_videos/test_Architecture_and_Engineering_206_image.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:1f01eb3642c9d9f62628da2ac493a85edaba4f4251f25ecd797f240f1c3aac99
+size 38422
diff --git a/VideoMMMU/question_only_videos/test_Clinical_Medicine_173_image.mp4 b/VideoMMMU/question_only_videos/test_Clinical_Medicine_173_image.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..20e7ea52a28b77f772270ba8e49948c3f114d5d8
--- /dev/null
+++ b/VideoMMMU/question_only_videos/test_Clinical_Medicine_173_image.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:a3f6df6dcc10e2a209a73701948217c6d083d5d12545890191a4f79cc1ca8e34
+size 194495
diff --git a/VideoMMMU/question_only_videos/test_Clinical_Medicine_312_image.mp4 b/VideoMMMU/question_only_videos/test_Clinical_Medicine_312_image.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..7b86623acdfc9222e18a128fb65b9e662c42c9e9
--- /dev/null
+++ b/VideoMMMU/question_only_videos/test_Clinical_Medicine_312_image.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:1b557d44600cf735bcc15bced09d795d2af3e59a4bdbdadb4b79482e70df2693
+size 81746
diff --git a/VideoMMMU/question_only_videos/test_Computer_Science_317_image.mp4 b/VideoMMMU/question_only_videos/test_Computer_Science_317_image.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..b239c6ba0f8fd21ebc0f95a6218550d06306fb29
--- /dev/null
+++ b/VideoMMMU/question_only_videos/test_Computer_Science_317_image.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:98b7a72e0af6bd72dd0f71c79068f3e2a2185b54f5a3b155f4502a3295aea94f
+size 12364
diff --git a/VideoMMMU/question_only_videos/test_Diagnostics_and_Laboratory_Medicine_72_image.mp4 b/VideoMMMU/question_only_videos/test_Diagnostics_and_Laboratory_Medicine_72_image.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..b2169b09eafe02f64f599fd75fc7407a08290457
--- /dev/null
+++ b/VideoMMMU/question_only_videos/test_Diagnostics_and_Laboratory_Medicine_72_image.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:d01521d11f8c4327b842a8f664ee6a9c844e468dd3f0208bd880dd2aeb960c20
+size 224109
diff --git a/VideoMMMU/question_only_videos/test_Energy_and_Power_276_image.mp4 b/VideoMMMU/question_only_videos/test_Energy_and_Power_276_image.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..a416fbfbbb482be51298dcea07866c2c984067c5
--- /dev/null
+++ b/VideoMMMU/question_only_videos/test_Energy_and_Power_276_image.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:f3012579522b4ec2707ff1af4040e714e90e41f1b2ade38aa273734bdafe002d
+size 19994
diff --git a/VideoMMMU/question_only_videos/test_Materials_319_image.mp4 b/VideoMMMU/question_only_videos/test_Materials_319_image.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..e6a5e9eed8521a0677ef4c612d5d0a9116831c97
--- /dev/null
+++ b/VideoMMMU/question_only_videos/test_Materials_319_image.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:1381fbd206e5cffbd29967e964fbeee8ab805d167eda3e3dbf8604e7b740a0cf
+size 23394
diff --git a/VideoMMMU/question_only_videos/test_Mechanical_Engineering_420_image.mp4 b/VideoMMMU/question_only_videos/test_Mechanical_Engineering_420_image.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..32f0e8777d40aeb024a02e3e12510930ca256e52
--- /dev/null
+++ b/VideoMMMU/question_only_videos/test_Mechanical_Engineering_420_image.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:c634d32b9fbd19a9074fa2c33d3534e09d58e0e14f457b20962735e9c68ae3c6
+size 16165
diff --git a/VideoMMMU/question_only_videos/test_Pharmacy_96_image.mp4 b/VideoMMMU/question_only_videos/test_Pharmacy_96_image.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..333797372f473d57f5a40e828b342ab4e2efaace
--- /dev/null
+++ b/VideoMMMU/question_only_videos/test_Pharmacy_96_image.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:c3e3a9a77f51b7ce5f6ed073ccb4909f1b4557f233eea9121188736eeeca8ce7
+size 14787
diff --git a/VideoMMMU/question_only_videos/validation_Accounting_13_image.mp4 b/VideoMMMU/question_only_videos/validation_Accounting_13_image.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..8500e7fc5509dfdd1234996129d72d46dd4ef310
--- /dev/null
+++ b/VideoMMMU/question_only_videos/validation_Accounting_13_image.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:071958c5f475eba4636e734ef9146df42bfbd00aff8a9b8e94e2cc26cb420181
+size 19174
diff --git a/VideoMMMU/question_only_videos/validation_Accounting_25_image.mp4 b/VideoMMMU/question_only_videos/validation_Accounting_25_image.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..188a9c64edff499fcd02b0d5af74493073fd5474
--- /dev/null
+++ b/VideoMMMU/question_only_videos/validation_Accounting_25_image.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:94376dd77fee8d6bdf7ed0b228c5efb7aa262c410899f711f08b8cb349c3557e
+size 16782
diff --git a/VideoMMMU/question_only_videos/validation_Accounting_3_image.mp4 b/VideoMMMU/question_only_videos/validation_Accounting_3_image.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..7485186e116495e16805c76b2cbf36a609159bb0
--- /dev/null
+++ b/VideoMMMU/question_only_videos/validation_Accounting_3_image.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:bbbc96893624b1d090a8a03e4b4668e83bcbf5af2fb71cb7b08fa29830c0d6d6
+size 15362
diff --git a/VideoMMMU/question_only_videos/validation_Agriculture_2_image.mp4 b/VideoMMMU/question_only_videos/validation_Agriculture_2_image.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..a9128dba5f807b4f33e86a231d061815ce6d5e54
--- /dev/null
+++ b/VideoMMMU/question_only_videos/validation_Agriculture_2_image.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:bf81c64b27c100d5580dbda39f8811b67778a1db2332ea2f57bc4c652a21e762
+size 118945
diff --git a/VideoMMMU/question_only_videos/validation_Agriculture_7_image.mp4 b/VideoMMMU/question_only_videos/validation_Agriculture_7_image.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..1726f8bbc4d367577e4baeb937cf7e979c49ee13
--- /dev/null
+++ b/VideoMMMU/question_only_videos/validation_Agriculture_7_image.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:97bcb0f0a8d4d11c98f2660d2f2466407e9e119710ffe5ef7389846f5d66e8b1
+size 213076
diff --git a/VideoMMMU/question_only_videos/validation_Agriculture_9_image.mp4 b/VideoMMMU/question_only_videos/validation_Agriculture_9_image.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..73dc91b234b49852388d957e44cd39424d71b28a
--- /dev/null
+++ b/VideoMMMU/question_only_videos/validation_Agriculture_9_image.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:ccf27b2462b0eb1488e57c17e16d8acd55d847c65768e8f0ef4d589b9f296103
+size 98766
diff --git a/VideoMMMU/question_only_videos/validation_Architecture_and_Engineering_14_image.mp4 b/VideoMMMU/question_only_videos/validation_Architecture_and_Engineering_14_image.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..e312d9c8af2b29c3664fa35a66ce7799a7abab37
--- /dev/null
+++ b/VideoMMMU/question_only_videos/validation_Architecture_and_Engineering_14_image.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:ec08bf3ebd6f22dce1d5372692319ec3614cb57a9bebedce9ae7ecbbc08a4941
+size 23375
diff --git a/VideoMMMU/question_only_videos/validation_Architecture_and_Engineering_17_image.mp4 b/VideoMMMU/question_only_videos/validation_Architecture_and_Engineering_17_image.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..91d887850b1c2959270ad538fcc9a01cf5faaad2
--- /dev/null
+++ b/VideoMMMU/question_only_videos/validation_Architecture_and_Engineering_17_image.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:15593a8c8929c601bf743450900c0978a1d4336dc9882e7073bc80454e51dd46
+size 27462
diff --git a/VideoMMMU/question_only_videos/validation_Architecture_and_Engineering_6_image.mp4 b/VideoMMMU/question_only_videos/validation_Architecture_and_Engineering_6_image.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..0935247577fe07e44ac0c6e2be6e6b2ec9a46c8d
--- /dev/null
+++ b/VideoMMMU/question_only_videos/validation_Architecture_and_Engineering_6_image.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:d9104d168880e0a451401325f57d1bdb2d7d4da2adb732bbefe99d970be4bcb6
+size 35035
diff --git a/VideoMMMU/question_only_videos/validation_Architecture_and_Engineering_7_image.mp4 b/VideoMMMU/question_only_videos/validation_Architecture_and_Engineering_7_image.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..1fe6386ebc744da3f238131672395b9af9a37b3c
--- /dev/null
+++ b/VideoMMMU/question_only_videos/validation_Architecture_and_Engineering_7_image.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:c763dca0ee9f2c20f08eb50d9e5da82683c36a59d2d9e39c3009d8eefe5729a3
+size 29298
diff --git a/VideoMMMU/question_only_videos/validation_Architecture_and_Engineering_9_image.mp4 b/VideoMMMU/question_only_videos/validation_Architecture_and_Engineering_9_image.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..aae6f47d7173c7ff872200dda1998d65f23be37c
--- /dev/null
+++ b/VideoMMMU/question_only_videos/validation_Architecture_and_Engineering_9_image.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:03b0e081d7ba07aee82afa2412a880886f654314a10c343d1527fed1e4f0a40f
+size 23416
diff --git a/VideoMMMU/question_only_videos/validation_Basic_Medical_Science_1_image.mp4 b/VideoMMMU/question_only_videos/validation_Basic_Medical_Science_1_image.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..d4af9bbb83387e2e381c2b6374dc9dfe39a44ddd
--- /dev/null
+++ b/VideoMMMU/question_only_videos/validation_Basic_Medical_Science_1_image.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:77889b15d385bc2952c22362d072feda34e1d5426cf6cab3f1761d580b1a6620
+size 35241
diff --git a/VideoMMMU/question_only_videos/validation_Biology_17_image.mp4 b/VideoMMMU/question_only_videos/validation_Biology_17_image.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..b10a5e3da3591d2616a783035790f4b7fb34e9c1
--- /dev/null
+++ b/VideoMMMU/question_only_videos/validation_Biology_17_image.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:19df78f61a5850b5449b5265888b1f9a32ce7e2e7335688c5461c1de212ae46f
+size 15095
diff --git a/VideoMMMU/question_only_videos/validation_Chemistry_11_image.mp4 b/VideoMMMU/question_only_videos/validation_Chemistry_11_image.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..e88b49e430db207a3242c909ef87b6436042b8e3
--- /dev/null
+++ b/VideoMMMU/question_only_videos/validation_Chemistry_11_image.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:ae561969fef79c5ac91f82e30f25e1e8515076331d10964686dbbcc7b68bc39e
+size 27379
diff --git a/VideoMMMU/question_only_videos/validation_Chemistry_19_image.mp4 b/VideoMMMU/question_only_videos/validation_Chemistry_19_image.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..7d4d8c0e88b39601e9ab3040b8e8753190b99e6d
--- /dev/null
+++ b/VideoMMMU/question_only_videos/validation_Chemistry_19_image.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:ea5b8adcd1096e266bf5fe28b817b9050cf54e5467346ee950789daca3110abe
+size 10801
diff --git a/VideoMMMU/question_only_videos/validation_Clinical_Medicine_1_image.mp4 b/VideoMMMU/question_only_videos/validation_Clinical_Medicine_1_image.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..18a87498603066ead270e47712c02113a3541e89
--- /dev/null
+++ b/VideoMMMU/question_only_videos/validation_Clinical_Medicine_1_image.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:7e934e182b0d49d850ef086d420ca53dde12e7d73df7c6b3c47375975beb9dcb
+size 67569
diff --git a/VideoMMMU/question_only_videos/validation_Computer_Science_13_image.mp4 b/VideoMMMU/question_only_videos/validation_Computer_Science_13_image.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..46f471422f181568766136f4bf19334b4912ef36
--- /dev/null
+++ b/VideoMMMU/question_only_videos/validation_Computer_Science_13_image.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:a6bd1b0c181d0007fe971a1b4f2d8ba3c4730794589bd484422af93ef3e89fab
+size 15898
diff --git a/VideoMMMU/question_only_videos/validation_Computer_Science_30_image.mp4 b/VideoMMMU/question_only_videos/validation_Computer_Science_30_image.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..a61e050f168b01dc7dd41c89b2564acdad8733f5
--- /dev/null
+++ b/VideoMMMU/question_only_videos/validation_Computer_Science_30_image.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:052f1d14659c5b4611c726e5e3be364996232de2a43f31b2db0b3f1cbaaa1026
+size 30086
diff --git a/VideoMMMU/question_only_videos/validation_Diagnostics_and_Laboratory_Medicine_1_image.mp4 b/VideoMMMU/question_only_videos/validation_Diagnostics_and_Laboratory_Medicine_1_image.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..f5a9b8f5d750763bb28e3163ebc6c0dd2c0f1bd1
--- /dev/null
+++ b/VideoMMMU/question_only_videos/validation_Diagnostics_and_Laboratory_Medicine_1_image.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:91f18d0e1c6fc2275758d08b9f8c87b9b249688816dc1ebb1dc9712f607d2d5f
+size 99950
diff --git a/VideoMMMU/question_only_videos/validation_Diagnostics_and_Laboratory_Medicine_4_image.mp4 b/VideoMMMU/question_only_videos/validation_Diagnostics_and_Laboratory_Medicine_4_image.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..5c3625394d506ac8f67f2043c05101952c3e6ca2
--- /dev/null
+++ b/VideoMMMU/question_only_videos/validation_Diagnostics_and_Laboratory_Medicine_4_image.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:dad2770f35fe1ae9bb32b973c45997e0b795738651584ce754990ee31139fe43
+size 65588
diff --git a/VideoMMMU/question_only_videos/validation_Economics_3_image.mp4 b/VideoMMMU/question_only_videos/validation_Economics_3_image.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..e917424436078e5c4e6476594595efcb26af5ede
--- /dev/null
+++ b/VideoMMMU/question_only_videos/validation_Economics_3_image.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:08ae4097b7a85116b95ff25633d5aa2720f9e889a107d6a71587991f73a802d8
+size 16671
diff --git a/VideoMMMU/question_only_videos/validation_Electronics_12_image.mp4 b/VideoMMMU/question_only_videos/validation_Electronics_12_image.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..5e2e9baf405836cd552504fa3bff40c167b9a773
--- /dev/null
+++ b/VideoMMMU/question_only_videos/validation_Electronics_12_image.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:ebcc3e09b67b3a757f53e9adc50461adfa67dda5a3c7fd381a68c3eafdaf5bb5
+size 18602
diff --git a/VideoMMMU/question_only_videos/validation_Electronics_3_image.mp4 b/VideoMMMU/question_only_videos/validation_Electronics_3_image.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..cab72f74cb81da621172c10f17fdba080c5059ce
--- /dev/null
+++ b/VideoMMMU/question_only_videos/validation_Electronics_3_image.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:513538d9e285385b592c58cbb981d30ef5eff53c158767ace775be40e64b0091
+size 19047
diff --git a/VideoMMMU/question_only_videos/validation_Electronics_6_image.mp4 b/VideoMMMU/question_only_videos/validation_Electronics_6_image.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..69f7421b7272758bad9b9d6244887920121be37b
--- /dev/null
+++ b/VideoMMMU/question_only_videos/validation_Electronics_6_image.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:cf6a97661db66cfa7563757fdb50f0fe7ae73d96e05b7c56e2b393a988b0ec58
+size 44949
diff --git a/VideoMMMU/question_only_videos/validation_Electronics_7_image.mp4 b/VideoMMMU/question_only_videos/validation_Electronics_7_image.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..f8bc01816735ed851699fb0947523a341044ab28
--- /dev/null
+++ b/VideoMMMU/question_only_videos/validation_Electronics_7_image.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:3a7ff991b2e7e0d09284a37fad8de5ff8b38b478293c2b0a539cee61d173512e
+size 20247
diff --git a/VideoMMMU/question_only_videos/validation_Energy_and_Power_15_image.mp4 b/VideoMMMU/question_only_videos/validation_Energy_and_Power_15_image.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..bc71cdfe91da4ae79a710a5f9c95e09f051dc608
--- /dev/null
+++ b/VideoMMMU/question_only_videos/validation_Energy_and_Power_15_image.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:8c4a0c4316bf3bdb149daa1c47342a5d554759e50789983fd4cc9f37561bf370
+size 64922
diff --git a/VideoMMMU/question_only_videos/validation_Energy_and_Power_21_image.mp4 b/VideoMMMU/question_only_videos/validation_Energy_and_Power_21_image.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..ea5a392ae86dbf6b2acc1030d4d27f007bb44a85
--- /dev/null
+++ b/VideoMMMU/question_only_videos/validation_Energy_and_Power_21_image.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:f3a1d449ce305dccfdc8018dbc568c0c998668b5fbd3e7dafce872f8c39f74bb
+size 18246
diff --git a/VideoMMMU/question_only_videos/validation_Energy_and_Power_28_image.mp4 b/VideoMMMU/question_only_videos/validation_Energy_and_Power_28_image.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..846ba2f4b9dee22f97eef33396410bb2e4ebde4d
--- /dev/null
+++ b/VideoMMMU/question_only_videos/validation_Energy_and_Power_28_image.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:38f10255870d42b5843160b2a4305ada9212d8e4d6ac40dee84e263daf5018c4
+size 17054
diff --git a/VideoMMMU/question_only_videos/validation_Energy_and_Power_2_image.mp4 b/VideoMMMU/question_only_videos/validation_Energy_and_Power_2_image.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..94890dba5616c9e561798642b02c9800b3897a56
--- /dev/null
+++ b/VideoMMMU/question_only_videos/validation_Energy_and_Power_2_image.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:b17d90faac6cc33d45cf4db39f3b381f8a58fb3d14ad867514def6e93342c245
+size 16003
diff --git a/VideoMMMU/question_only_videos/validation_Finance_15_image.mp4 b/VideoMMMU/question_only_videos/validation_Finance_15_image.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..c33e573eff188062ec66fec8801ab644c3d80a07
--- /dev/null
+++ b/VideoMMMU/question_only_videos/validation_Finance_15_image.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:cdd96c3dd9b130e81e09a7ed4a630cf88a03b806cd60632eda3853222ea71ded
+size 15949
diff --git a/VideoMMMU/question_only_videos/validation_Finance_29_image.mp4 b/VideoMMMU/question_only_videos/validation_Finance_29_image.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..2b58fbdc28fa09c3036b029c6eb16113716e6456
--- /dev/null
+++ b/VideoMMMU/question_only_videos/validation_Finance_29_image.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:21441fffe16781bc054aa4745540e9c4c05c3adda5735abe64f170f8abe3e364
+size 23792
diff --git a/VideoMMMU/question_only_videos/validation_Finance_8_image.mp4 b/VideoMMMU/question_only_videos/validation_Finance_8_image.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..1eeb23b7830b6e95e02a750cf35a660dec1e1035
--- /dev/null
+++ b/VideoMMMU/question_only_videos/validation_Finance_8_image.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:d05f273baca69042dd155400d4d5f97582c6e25f8fb293710952c8a8c4ed7cc4
+size 28524
diff --git a/VideoMMMU/question_only_videos/validation_Geography_1_image.mp4 b/VideoMMMU/question_only_videos/validation_Geography_1_image.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..e3bdc167bdffa1b80056ae5595f4ba0fea248c88
--- /dev/null
+++ b/VideoMMMU/question_only_videos/validation_Geography_1_image.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:3d067b4853248e04ec97f7c5aa0d8b9f65e447bd53639b7c460639a92189ca6a
+size 56953
diff --git a/VideoMMMU/question_only_videos/validation_Manage_17_image.mp4 b/VideoMMMU/question_only_videos/validation_Manage_17_image.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..4bc7cacd8be20e5f4fa23934a4256f52ac84475a
--- /dev/null
+++ b/VideoMMMU/question_only_videos/validation_Manage_17_image.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:bca38e673473158d3aba0d42555009edd161c3659a7463c373e08e6d0d5bfdb9
+size 51870
diff --git a/VideoMMMU/question_only_videos/validation_Marketing_19_image.mp4 b/VideoMMMU/question_only_videos/validation_Marketing_19_image.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..6427f6942d7a8761fcd477ff3d9d4fa67f7f74cd
--- /dev/null
+++ b/VideoMMMU/question_only_videos/validation_Marketing_19_image.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:f7fb1dc84fb31c0ef105b2115f320d2ab8a89682d2fe226b83273da4357c7bfd
+size 13359
diff --git a/VideoMMMU/question_only_videos/validation_Marketing_22_image.mp4 b/VideoMMMU/question_only_videos/validation_Marketing_22_image.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..16e1aba4e6157367b23f4ac087c8e7e8912c75c6
--- /dev/null
+++ b/VideoMMMU/question_only_videos/validation_Marketing_22_image.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:819ce0ee0874cc208603d144c30b0d5f0c904b5e224ba4c90eedf556a725f020
+size 19787
diff --git a/VideoMMMU/question_only_videos/validation_Materials_12_image.mp4 b/VideoMMMU/question_only_videos/validation_Materials_12_image.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..e902bcbf7260d7af1333077e8885464c96d19efb
--- /dev/null
+++ b/VideoMMMU/question_only_videos/validation_Materials_12_image.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:111d6649c26afddd8a4484156807356c908ffb1f2be4f7692dfbd5e39768ea26
+size 17720
diff --git a/VideoMMMU/question_only_videos/validation_Materials_20_image.mp4 b/VideoMMMU/question_only_videos/validation_Materials_20_image.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..a23cf7ed0ab2e433659410da05fae02c1b5b461c
--- /dev/null
+++ b/VideoMMMU/question_only_videos/validation_Materials_20_image.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:b1fb40d71b5c23816a0ad1e23f2767bd84d33aada8a32cd6080ff7b82a79542c
+size 33260
diff --git a/VideoMMMU/question_only_videos/validation_Math_15_image.mp4 b/VideoMMMU/question_only_videos/validation_Math_15_image.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..c052a4f921ebdfa614ac8471b6f813b20b7b7c75
--- /dev/null
+++ b/VideoMMMU/question_only_videos/validation_Math_15_image.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:399218b281603dc50e0bbb8e5e6f7272bc3703fae4d4384855006dfdc2e99385
+size 12031
diff --git a/VideoMMMU/question_only_videos/validation_Math_17_image.mp4 b/VideoMMMU/question_only_videos/validation_Math_17_image.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..c8bb8f3b9bf232c628793ada9a989a0a16cc337b
--- /dev/null
+++ b/VideoMMMU/question_only_videos/validation_Math_17_image.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:b103590f2a1e2d95704d4a175bd8ed9207761c011b7360bed1a80c00b793ab48
+size 16704
diff --git a/VideoMMMU/question_only_videos/validation_Math_18_image.mp4 b/VideoMMMU/question_only_videos/validation_Math_18_image.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..89bb009a3ab382e1f02147ffc3408cf125a5ffdf
--- /dev/null
+++ b/VideoMMMU/question_only_videos/validation_Math_18_image.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:3c126f226dc1827a3f9f8308bc6d401a3fe0bfcc9201b6395ff70df4cea6b147
+size 39919
diff --git a/VideoMMMU/question_only_videos/validation_Math_9_image.mp4 b/VideoMMMU/question_only_videos/validation_Math_9_image.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..02d3c23a9ffb4cc3338670eeeb74dbe5a9bd5006
--- /dev/null
+++ b/VideoMMMU/question_only_videos/validation_Math_9_image.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:ea33c23cf4b5d7aed8b66b4a4d1e87f8bf846844379590b86caa6bf83703576c
+size 40105
diff --git a/VideoMMMU/question_only_videos/validation_Mechanical_Engineering_10_image.mp4 b/VideoMMMU/question_only_videos/validation_Mechanical_Engineering_10_image.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..c8a611abcc2db7ed27795eb08a991d9808e61a92
--- /dev/null
+++ b/VideoMMMU/question_only_videos/validation_Mechanical_Engineering_10_image.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:719d0a9b07eab4d7cfb11d9e6e8089158ab6de8afea4d5c8348984752c5c7a05
+size 20637
diff --git a/VideoMMMU/question_only_videos/validation_Mechanical_Engineering_13_image.mp4 b/VideoMMMU/question_only_videos/validation_Mechanical_Engineering_13_image.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..3c8aaa5fb7f616f40a7bd778aedc528c0a138d34
--- /dev/null
+++ b/VideoMMMU/question_only_videos/validation_Mechanical_Engineering_13_image.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:c9373136cb0be5f8e1d48845b9ffce6bfe420b391e4580783cba25fc98371b3e
+size 71991
diff --git a/VideoMMMU/question_only_videos/validation_Mechanical_Engineering_23_image.mp4 b/VideoMMMU/question_only_videos/validation_Mechanical_Engineering_23_image.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..9da487a395ea53842f3f15d2fd0273047043b199
--- /dev/null
+++ b/VideoMMMU/question_only_videos/validation_Mechanical_Engineering_23_image.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:0f4c2892c420e12ca81db583d3d4e09f7273da39d275ae162797819d3d9ce7ec
+size 31799
diff --git a/VideoMMMU/question_only_videos/validation_Mechanical_Engineering_29_image.mp4 b/VideoMMMU/question_only_videos/validation_Mechanical_Engineering_29_image.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..2aed4230d5f347ea7ace3d629e414be43c2097a5
--- /dev/null
+++ b/VideoMMMU/question_only_videos/validation_Mechanical_Engineering_29_image.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:75c6d5634f2336f9babf42ab573c0702c4314d9f1928d9ecf71de2e22f3f1f58
+size 20625
diff --git a/VideoMMMU/question_only_videos/validation_Music_5_image.mp4 b/VideoMMMU/question_only_videos/validation_Music_5_image.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..67fa09b7eab61fea1de852c5fe5d8a0dcc2fd0c7
--- /dev/null
+++ b/VideoMMMU/question_only_videos/validation_Music_5_image.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:cd6abed9dc6c552f33c548047823cb3d28860cecde2b60a747b65ce6de4d08da
+size 43141
diff --git a/VideoMMMU/question_only_videos/validation_Music_7_image.mp4 b/VideoMMMU/question_only_videos/validation_Music_7_image.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..f86e594115e60cc24d1f5fd051aa48b4e7ea18d2
--- /dev/null
+++ b/VideoMMMU/question_only_videos/validation_Music_7_image.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:144d42f34b01cfa7f5aa85ae03a5dae28ba9a1680ae0350653785e8d9f328507
+size 46159
diff --git a/VideoMMMU/question_only_videos/validation_Pharmacy_15_image.mp4 b/VideoMMMU/question_only_videos/validation_Pharmacy_15_image.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..feeb9ad3baa32a686551a93865860879e2e6967e
--- /dev/null
+++ b/VideoMMMU/question_only_videos/validation_Pharmacy_15_image.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:6ce3f7ca70adc30f25f1ce17c4d611241905370c665aa7191f77066b4b94f2c0
+size 29038
diff --git a/VideoMMMU/question_only_videos/validation_Physics_12_image.mp4 b/VideoMMMU/question_only_videos/validation_Physics_12_image.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..8eac0fb5f34db748eb2757a0dff68514c95c1572
--- /dev/null
+++ b/VideoMMMU/question_only_videos/validation_Physics_12_image.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:c4cbb1ea459007c6105ea13a4d8ee4ebf102e2d2d94dd8af05dbcfa20cf4625d
+size 26930
diff --git a/VideoMMMU/question_only_videos/validation_Physics_14_image.mp4 b/VideoMMMU/question_only_videos/validation_Physics_14_image.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..df8f1ac19a730f9a071f0562aea6a091a75a05e0
--- /dev/null
+++ b/VideoMMMU/question_only_videos/validation_Physics_14_image.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:70c9ec2cac250792cdba346fafb791abc4fa6146779f6fe81e314b6de23fac37
+size 9566
diff --git a/VideoMMMU/question_only_videos/validation_Physics_18_image.mp4 b/VideoMMMU/question_only_videos/validation_Physics_18_image.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..5a5fc75b1851dbdfecbef0a5d52cc68ca2c98d74
--- /dev/null
+++ b/VideoMMMU/question_only_videos/validation_Physics_18_image.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:ff4bfbe592354039a632f8790c8843fecde9abb33183389c7f0ebe6722afbffe
+size 14713
diff --git a/VideoMMMU/question_only_videos/validation_Physics_19_image.mp4 b/VideoMMMU/question_only_videos/validation_Physics_19_image.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..0ba163deb7a88691b388b5353424ae82a1b1431c
--- /dev/null
+++ b/VideoMMMU/question_only_videos/validation_Physics_19_image.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:393d0acce85092150a66f5e477606aca6a19628ac6f6797e4e46d7f73959fbfc
+size 17740
diff --git a/VideoMMMU/question_only_videos/validation_Psychology_6_image.mp4 b/VideoMMMU/question_only_videos/validation_Psychology_6_image.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..e2e3767f4f6f5486a26202030359a0d09ec926b1
--- /dev/null
+++ b/VideoMMMU/question_only_videos/validation_Psychology_6_image.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:d7a56c56f2e08290e28edbb52418baa0f43017bf262b57dd732195a2031903f8
+size 18024