diff --git a/.gitattributes b/.gitattributes
index cfd15e445227c6be62b972796e2925e8add09325..0987f0d0458e3c186e9f1cad38b2520d92cacdb9 100644
--- a/.gitattributes
+++ b/.gitattributes
@@ -1 +1,55 @@
 train.jsonl filter=lfs diff=lfs merge=lfs -text
+images/scienceqa/scienceqa-test-00171.png filter=lfs diff=lfs merge=lfs -text
+images/scienceqa/scienceqa-test-00365.png filter=lfs diff=lfs merge=lfs -text
+images/scienceqa/scienceqa-test-00594.png filter=lfs diff=lfs merge=lfs -text
+images/scienceqa/scienceqa-test-00841.png filter=lfs diff=lfs merge=lfs -text
+images/scienceqa/scienceqa-test-00953.png filter=lfs diff=lfs merge=lfs -text
+images/scienceqa/scienceqa-test-01341.png filter=lfs diff=lfs merge=lfs -text
+images/scienceqa/scienceqa-test-01394.png filter=lfs diff=lfs merge=lfs -text
+images/scienceqa/scienceqa-test-01889.png filter=lfs diff=lfs merge=lfs -text
+images/scienceqa/scienceqa-test-02142.png filter=lfs diff=lfs merge=lfs -text
+images/scienceqa/scienceqa-test-03003.png filter=lfs diff=lfs merge=lfs -text
+images/scienceqa/scienceqa-test-04057.png filter=lfs diff=lfs merge=lfs -text
+images/scienceqa/scienceqa-train-00315.png filter=lfs diff=lfs merge=lfs -text
+images/scienceqa/scienceqa-train-00550.png filter=lfs diff=lfs merge=lfs -text
+images/scienceqa/scienceqa-train-01032.png filter=lfs diff=lfs merge=lfs -text
+images/scienceqa/scienceqa-train-01044.png filter=lfs diff=lfs merge=lfs -text
+images/scienceqa/scienceqa-train-01575.png filter=lfs diff=lfs merge=lfs -text
+images/scienceqa/scienceqa-train-01898.png filter=lfs diff=lfs merge=lfs -text
+images/scienceqa/scienceqa-train-02001.png filter=lfs diff=lfs merge=lfs -text
+images/scienceqa/scienceqa-train-02069.png filter=lfs diff=lfs merge=lfs -text
+images/scienceqa/scienceqa-train-03196.png filter=lfs diff=lfs merge=lfs -text
+images/scienceqa/scienceqa-train-03703.png filter=lfs diff=lfs merge=lfs -text
+images/scienceqa/scienceqa-train-04661.png filter=lfs diff=lfs merge=lfs -text
+images/scienceqa/scienceqa-train-04829.png filter=lfs diff=lfs merge=lfs -text
+images/scienceqa/scienceqa-train-04887.png filter=lfs diff=lfs merge=lfs -text
+images/scienceqa/scienceqa-train-05020.png filter=lfs diff=lfs merge=lfs -text
+images/scienceqa/scienceqa-train-05324.png filter=lfs diff=lfs merge=lfs -text
+images/scienceqa/scienceqa-train-05976.png filter=lfs diff=lfs merge=lfs -text
+images/scienceqa/scienceqa-train-06251.png filter=lfs diff=lfs merge=lfs -text
+images/scienceqa/scienceqa-train-06576.png filter=lfs diff=lfs merge=lfs -text
+images/scienceqa/scienceqa-train-06691.png filter=lfs diff=lfs merge=lfs -text
+images/scienceqa/scienceqa-train-06764.png filter=lfs diff=lfs merge=lfs -text
+images/scienceqa/scienceqa-train-07500.png filter=lfs diff=lfs merge=lfs -text
+images/scienceqa/scienceqa-train-08006.png filter=lfs diff=lfs merge=lfs -text
+images/scienceqa/scienceqa-train-08668.png filter=lfs diff=lfs merge=lfs -text
+images/scienceqa/scienceqa-train-10299.png filter=lfs diff=lfs merge=lfs -text
+images/scienceqa/scienceqa-train-10310.png filter=lfs diff=lfs merge=lfs -text
+images/scienceqa/scienceqa-train-11028.png filter=lfs diff=lfs merge=lfs -text
+images/scienceqa/scienceqa-train-11050.png filter=lfs diff=lfs merge=lfs -text
+images/scienceqa/scienceqa-train-11139.png filter=lfs diff=lfs merge=lfs -text
+images/scienceqa/scienceqa-train-11174.png filter=lfs diff=lfs merge=lfs -text
+images/scienceqa/scienceqa-train-11769.png filter=lfs diff=lfs merge=lfs -text
+images/scienceqa/scienceqa-train-11832.png filter=lfs diff=lfs merge=lfs -text
+images/scienceqa/scienceqa-train-12092.png filter=lfs diff=lfs merge=lfs -text
+images/scienceqa/scienceqa-train-12124.png filter=lfs diff=lfs merge=lfs -text
+images/scienceqa/scienceqa-validation-00545.png filter=lfs diff=lfs merge=lfs -text
+images/scienceqa/scienceqa-validation-00555.png filter=lfs diff=lfs merge=lfs -text
+images/scienceqa/scienceqa-validation-01028.png filter=lfs diff=lfs merge=lfs -text
+images/scienceqa/scienceqa-validation-01340.png filter=lfs diff=lfs merge=lfs -text
+images/scienceqa/scienceqa-validation-01487.png filter=lfs diff=lfs merge=lfs -text
+images/scienceqa/scienceqa-validation-01602.png filter=lfs diff=lfs merge=lfs -text
+images/scienceqa/scienceqa-validation-01930.png filter=lfs diff=lfs merge=lfs -text
+images/scienceqa/scienceqa-validation-02044.png filter=lfs diff=lfs merge=lfs -text
+images/scienceqa/scienceqa-validation-02203.png filter=lfs diff=lfs merge=lfs -text
+images/scienceqa/scienceqa-validation-02381.png filter=lfs diff=lfs merge=lfs -text
diff --git a/images/scienceqa/scienceqa-test-00009.png b/images/scienceqa/scienceqa-test-00009.png
new file mode 100644
index 0000000000000000000000000000000000000000..99f7bf29d7990e8794f813b2043aa9b311764c2a
Binary files /dev/null and b/images/scienceqa/scienceqa-test-00009.png differ
diff --git a/images/scienceqa/scienceqa-test-00050.png b/images/scienceqa/scienceqa-test-00050.png
new file mode 100644
index 0000000000000000000000000000000000000000..9b76b2d159e067d9e1e694080553f0640cccec20
Binary files /dev/null and b/images/scienceqa/scienceqa-test-00050.png differ
diff --git a/images/scienceqa/scienceqa-test-00128.png b/images/scienceqa/scienceqa-test-00128.png
new file mode 100644
index 0000000000000000000000000000000000000000..508d2dcf41527a54d593705aec8890b4601fc925
Binary files /dev/null and b/images/scienceqa/scienceqa-test-00128.png differ
diff --git a/images/scienceqa/scienceqa-test-00171.png b/images/scienceqa/scienceqa-test-00171.png
new file mode 100644
index 0000000000000000000000000000000000000000..27b474dc138572cd8dc3d8bd1a57e91f0ce73d9c
--- /dev/null
+++ b/images/scienceqa/scienceqa-test-00171.png
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:b6d038dcddeb54e63e097f4291912f5ddbdbcd6d264ff85181f84d04c1414e89
+size 267128
diff --git a/images/scienceqa/scienceqa-test-00347.png b/images/scienceqa/scienceqa-test-00347.png
new file mode 100644
index 0000000000000000000000000000000000000000..75a9b1deb874fb08aa6a37728872f9c9ad76fcb3
Binary files /dev/null and b/images/scienceqa/scienceqa-test-00347.png differ
diff --git a/images/scienceqa/scienceqa-test-00349.png b/images/scienceqa/scienceqa-test-00349.png
new file mode 100644
index 0000000000000000000000000000000000000000..db28cde46845e2f3af8b316fa8c35cb2a1e1f1fd
Binary files /dev/null and b/images/scienceqa/scienceqa-test-00349.png differ
diff --git a/images/scienceqa/scienceqa-test-00365.png b/images/scienceqa/scienceqa-test-00365.png
new file mode 100644
index 0000000000000000000000000000000000000000..a24be688072e0d9bcad44aa4d4f658567f04568f
--- /dev/null
+++ b/images/scienceqa/scienceqa-test-00365.png
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:9db97cb8e87ec280f6de7d7ac551fa2ff1480e1922954e2a259c253aa616c604
+size 384949
diff --git a/images/scienceqa/scienceqa-test-00469.png b/images/scienceqa/scienceqa-test-00469.png
new file mode 100644
index 0000000000000000000000000000000000000000..81de14d188e97ae3c622e07529ebc81d7cabaedf
Binary files /dev/null and b/images/scienceqa/scienceqa-test-00469.png differ
diff --git a/images/scienceqa/scienceqa-test-00594.png b/images/scienceqa/scienceqa-test-00594.png
new file mode 100644
index 0000000000000000000000000000000000000000..e7fbfcccc691b5cb96825c5ea021ae5d3a4f5e75
--- /dev/null
+++ b/images/scienceqa/scienceqa-test-00594.png
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:604d72738430bb81dbb7413cd1b78a6cdd056306acc2f0e653066b0e10309035
+size 351253
diff --git a/images/scienceqa/scienceqa-test-00712.png b/images/scienceqa/scienceqa-test-00712.png
new file mode 100644
index 0000000000000000000000000000000000000000..8de4740eef22d9de35cce8b05bc2f2ae2db2af38
Binary files /dev/null and b/images/scienceqa/scienceqa-test-00712.png differ
diff --git a/images/scienceqa/scienceqa-test-00787.png b/images/scienceqa/scienceqa-test-00787.png
new file mode 100644
index 0000000000000000000000000000000000000000..a57c7ee46460732c8b337c2249d58b79e721bd42
Binary files /dev/null and b/images/scienceqa/scienceqa-test-00787.png differ
diff --git a/images/scienceqa/scienceqa-test-00841.png b/images/scienceqa/scienceqa-test-00841.png
new file mode 100644
index 0000000000000000000000000000000000000000..27b474dc138572cd8dc3d8bd1a57e91f0ce73d9c
--- /dev/null
+++ b/images/scienceqa/scienceqa-test-00841.png
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:b6d038dcddeb54e63e097f4291912f5ddbdbcd6d264ff85181f84d04c1414e89
+size 267128
diff --git a/images/scienceqa/scienceqa-test-00930.png b/images/scienceqa/scienceqa-test-00930.png
new file mode 100644
index 0000000000000000000000000000000000000000..5b5d5cd641022fb160e2310a45a6bc92093fd7c6
Binary files /dev/null and b/images/scienceqa/scienceqa-test-00930.png differ
diff --git a/images/scienceqa/scienceqa-test-00953.png b/images/scienceqa/scienceqa-test-00953.png
new file mode 100644
index 0000000000000000000000000000000000000000..e7fbfcccc691b5cb96825c5ea021ae5d3a4f5e75
--- /dev/null
+++ b/images/scienceqa/scienceqa-test-00953.png
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:604d72738430bb81dbb7413cd1b78a6cdd056306acc2f0e653066b0e10309035
+size 351253
diff --git a/images/scienceqa/scienceqa-test-00967.png b/images/scienceqa/scienceqa-test-00967.png
new file mode 100644
index 0000000000000000000000000000000000000000..bd1d658c10c3aac1dfc4fc74e5de43a62761b44d
Binary files /dev/null and b/images/scienceqa/scienceqa-test-00967.png differ
diff --git a/images/scienceqa/scienceqa-test-01058.png b/images/scienceqa/scienceqa-test-01058.png
new file mode 100644
index 0000000000000000000000000000000000000000..23e7102d3c968f9b574646d845067890a7d91783
Binary files /dev/null and b/images/scienceqa/scienceqa-test-01058.png differ
diff --git a/images/scienceqa/scienceqa-test-01163.png b/images/scienceqa/scienceqa-test-01163.png
new file mode 100644
index 0000000000000000000000000000000000000000..128c4813710d854d4058ea98620f3c381b6c6849
Binary files /dev/null and b/images/scienceqa/scienceqa-test-01163.png differ
diff --git a/images/scienceqa/scienceqa-test-01239.png b/images/scienceqa/scienceqa-test-01239.png
new file mode 100644
index 0000000000000000000000000000000000000000..86ae11043d4876749819f4d5f7e224e7b86b7aa3
Binary files /dev/null and b/images/scienceqa/scienceqa-test-01239.png differ
diff --git a/images/scienceqa/scienceqa-test-01241.png b/images/scienceqa/scienceqa-test-01241.png
new file mode 100644
index 0000000000000000000000000000000000000000..3cb320de10be5dafb91804253d2910f71f4c81b7
Binary files /dev/null and b/images/scienceqa/scienceqa-test-01241.png differ
diff --git a/images/scienceqa/scienceqa-test-01268.png b/images/scienceqa/scienceqa-test-01268.png
new file mode 100644
index 0000000000000000000000000000000000000000..9fdd44d58c417fd1be0a345ef8bb7b9ad4c09495
Binary files /dev/null and b/images/scienceqa/scienceqa-test-01268.png differ
diff --git a/images/scienceqa/scienceqa-test-01341.png b/images/scienceqa/scienceqa-test-01341.png
new file mode 100644
index 0000000000000000000000000000000000000000..e7fbfcccc691b5cb96825c5ea021ae5d3a4f5e75
--- /dev/null
+++ b/images/scienceqa/scienceqa-test-01341.png
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:604d72738430bb81dbb7413cd1b78a6cdd056306acc2f0e653066b0e10309035
+size 351253
diff --git a/images/scienceqa/scienceqa-test-01357.png b/images/scienceqa/scienceqa-test-01357.png
new file mode 100644
index 0000000000000000000000000000000000000000..cc9d9a37f2f4f176d4b97d09a192b03377f32681
Binary files /dev/null and b/images/scienceqa/scienceqa-test-01357.png differ
diff --git a/images/scienceqa/scienceqa-test-01394.png b/images/scienceqa/scienceqa-test-01394.png
new file mode 100644
index 0000000000000000000000000000000000000000..a24be688072e0d9bcad44aa4d4f658567f04568f
--- /dev/null
+++ b/images/scienceqa/scienceqa-test-01394.png
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:9db97cb8e87ec280f6de7d7ac551fa2ff1480e1922954e2a259c253aa616c604
+size 384949
diff --git a/images/scienceqa/scienceqa-test-01434.png b/images/scienceqa/scienceqa-test-01434.png
new file mode 100644
index 0000000000000000000000000000000000000000..eb5ee0b8f6ad73118c91c3a630ada162a9ff441c
Binary files /dev/null and b/images/scienceqa/scienceqa-test-01434.png differ
diff --git a/images/scienceqa/scienceqa-test-01435.png b/images/scienceqa/scienceqa-test-01435.png
new file mode 100644
index 0000000000000000000000000000000000000000..cf919c49ff80404126372c2c15aced8bdaca4449
Binary files /dev/null and b/images/scienceqa/scienceqa-test-01435.png differ
diff --git a/images/scienceqa/scienceqa-test-01850.png b/images/scienceqa/scienceqa-test-01850.png
new file mode 100644
index 0000000000000000000000000000000000000000..9414f2e86689f019cabe1c092cada00b5cc98841
Binary files /dev/null and b/images/scienceqa/scienceqa-test-01850.png differ
diff --git a/images/scienceqa/scienceqa-test-01889.png b/images/scienceqa/scienceqa-test-01889.png
new file mode 100644
index 0000000000000000000000000000000000000000..27b474dc138572cd8dc3d8bd1a57e91f0ce73d9c
--- /dev/null
+++ b/images/scienceqa/scienceqa-test-01889.png
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:b6d038dcddeb54e63e097f4291912f5ddbdbcd6d264ff85181f84d04c1414e89
+size 267128
diff --git a/images/scienceqa/scienceqa-test-01954.png b/images/scienceqa/scienceqa-test-01954.png
new file mode 100644
index 0000000000000000000000000000000000000000..1fe3efbf6a93b479eb104e2b340bf30650b8f67d
Binary files /dev/null and b/images/scienceqa/scienceqa-test-01954.png differ
diff --git a/images/scienceqa/scienceqa-test-01998.png b/images/scienceqa/scienceqa-test-01998.png
new file mode 100644
index 0000000000000000000000000000000000000000..86ae11043d4876749819f4d5f7e224e7b86b7aa3
Binary files /dev/null and b/images/scienceqa/scienceqa-test-01998.png differ
diff --git a/images/scienceqa/scienceqa-test-02012.png b/images/scienceqa/scienceqa-test-02012.png
new file mode 100644
index 0000000000000000000000000000000000000000..81de14d188e97ae3c622e07529ebc81d7cabaedf
Binary files /dev/null and b/images/scienceqa/scienceqa-test-02012.png differ
diff --git a/images/scienceqa/scienceqa-test-02088.png b/images/scienceqa/scienceqa-test-02088.png
new file mode 100644
index 0000000000000000000000000000000000000000..99f7bf29d7990e8794f813b2043aa9b311764c2a
Binary files /dev/null and b/images/scienceqa/scienceqa-test-02088.png differ
diff --git a/images/scienceqa/scienceqa-test-02140.png b/images/scienceqa/scienceqa-test-02140.png
new file mode 100644
index 0000000000000000000000000000000000000000..a57c7ee46460732c8b337c2249d58b79e721bd42
Binary files /dev/null and b/images/scienceqa/scienceqa-test-02140.png differ
diff --git a/images/scienceqa/scienceqa-test-02142.png b/images/scienceqa/scienceqa-test-02142.png
new file mode 100644
index 0000000000000000000000000000000000000000..27b474dc138572cd8dc3d8bd1a57e91f0ce73d9c
--- /dev/null
+++ b/images/scienceqa/scienceqa-test-02142.png
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:b6d038dcddeb54e63e097f4291912f5ddbdbcd6d264ff85181f84d04c1414e89
+size 267128
diff --git a/images/scienceqa/scienceqa-test-02243.png b/images/scienceqa/scienceqa-test-02243.png
new file mode 100644
index 0000000000000000000000000000000000000000..317d88e0fa11e9d57e7bc154d6b89f57c5990a7b
Binary files /dev/null and b/images/scienceqa/scienceqa-test-02243.png differ
diff --git a/images/scienceqa/scienceqa-test-02326.png b/images/scienceqa/scienceqa-test-02326.png
new file mode 100644
index 0000000000000000000000000000000000000000..508d2dcf41527a54d593705aec8890b4601fc925
Binary files /dev/null and b/images/scienceqa/scienceqa-test-02326.png differ
diff --git a/images/scienceqa/scienceqa-test-02414.png b/images/scienceqa/scienceqa-test-02414.png
new file mode 100644
index 0000000000000000000000000000000000000000..25b52c5289e9a3135183e889d53e28ef9f1f1534
Binary files /dev/null and b/images/scienceqa/scienceqa-test-02414.png differ
diff --git a/images/scienceqa/scienceqa-test-02417.png b/images/scienceqa/scienceqa-test-02417.png
new file mode 100644
index 0000000000000000000000000000000000000000..c1bbc907f3865c309289a9bd0da9165d222e2328
Binary files /dev/null and b/images/scienceqa/scienceqa-test-02417.png differ
diff --git a/images/scienceqa/scienceqa-test-02425.png b/images/scienceqa/scienceqa-test-02425.png
new file mode 100644
index 0000000000000000000000000000000000000000..30eaf345eaf65e649199cdb60dd51effc90b6954
Binary files /dev/null and b/images/scienceqa/scienceqa-test-02425.png differ
diff --git a/images/scienceqa/scienceqa-test-02484.png b/images/scienceqa/scienceqa-test-02484.png
new file mode 100644
index 0000000000000000000000000000000000000000..02c1c5d45cd2c559c165b39603e77580631f4529
Binary files /dev/null and b/images/scienceqa/scienceqa-test-02484.png differ
diff --git a/images/scienceqa/scienceqa-test-02616.png b/images/scienceqa/scienceqa-test-02616.png
new file mode 100644
index 0000000000000000000000000000000000000000..49f34b77ca716133533c2ae901b2334605fdb651
Binary files /dev/null and b/images/scienceqa/scienceqa-test-02616.png differ
diff --git a/images/scienceqa/scienceqa-test-02636.png b/images/scienceqa/scienceqa-test-02636.png
new file mode 100644
index 0000000000000000000000000000000000000000..d884b5eda84a8abd42e882890f30de84d66b47db
Binary files /dev/null and b/images/scienceqa/scienceqa-test-02636.png differ
diff --git a/images/scienceqa/scienceqa-test-02725.png b/images/scienceqa/scienceqa-test-02725.png
new file mode 100644
index 0000000000000000000000000000000000000000..860e1ab8c7c8142ade01bb57639ca73bb1dda7d3
Binary files /dev/null and b/images/scienceqa/scienceqa-test-02725.png differ
diff --git a/images/scienceqa/scienceqa-test-02757.png b/images/scienceqa/scienceqa-test-02757.png
new file mode 100644
index 0000000000000000000000000000000000000000..128c4813710d854d4058ea98620f3c381b6c6849
Binary files /dev/null and b/images/scienceqa/scienceqa-test-02757.png differ
diff --git a/images/scienceqa/scienceqa-test-02771.png b/images/scienceqa/scienceqa-test-02771.png
new file mode 100644
index 0000000000000000000000000000000000000000..2cdb4533cd525139f4bf3cf3eeb033305f27fa21
Binary files /dev/null and b/images/scienceqa/scienceqa-test-02771.png differ
diff --git a/images/scienceqa/scienceqa-test-02803.png b/images/scienceqa/scienceqa-test-02803.png
new file mode 100644
index 0000000000000000000000000000000000000000..742a0b0bef919f0564e88c4a79b80ac2f4332e4a
Binary files /dev/null and b/images/scienceqa/scienceqa-test-02803.png differ
diff --git a/images/scienceqa/scienceqa-test-02818.png b/images/scienceqa/scienceqa-test-02818.png
new file mode 100644
index 0000000000000000000000000000000000000000..e5cfc39c61326f5018516e0da98744eabc50e70f
Binary files /dev/null and b/images/scienceqa/scienceqa-test-02818.png differ
diff --git a/images/scienceqa/scienceqa-test-02837.png b/images/scienceqa/scienceqa-test-02837.png
new file mode 100644
index 0000000000000000000000000000000000000000..1f4a63ef1e374bbb1c2576da7f27789cf60624ac
Binary files /dev/null and b/images/scienceqa/scienceqa-test-02837.png differ
diff --git a/images/scienceqa/scienceqa-test-02868.png b/images/scienceqa/scienceqa-test-02868.png
new file mode 100644
index 0000000000000000000000000000000000000000..7aca1f28b6f456fb70db4719fdf20b2df1384dd4
Binary files /dev/null and b/images/scienceqa/scienceqa-test-02868.png differ
diff --git a/images/scienceqa/scienceqa-test-02891.png b/images/scienceqa/scienceqa-test-02891.png
new file mode 100644
index 0000000000000000000000000000000000000000..98b4b2c2ce4b6e54e222df3e25f33d68dab824de
Binary files /dev/null and b/images/scienceqa/scienceqa-test-02891.png differ
diff --git a/images/scienceqa/scienceqa-test-02929.png b/images/scienceqa/scienceqa-test-02929.png
new file mode 100644
index 0000000000000000000000000000000000000000..f948ae1e10909a466f71d4b3373eb0518502e2f7
Binary files /dev/null and b/images/scienceqa/scienceqa-test-02929.png differ
diff --git a/images/scienceqa/scienceqa-test-02950.png b/images/scienceqa/scienceqa-test-02950.png
new file mode 100644
index 0000000000000000000000000000000000000000..5b418c30c5f1f454b633c0023ab59e429ec2d347
Binary files /dev/null and b/images/scienceqa/scienceqa-test-02950.png differ
diff --git a/images/scienceqa/scienceqa-test-02971.png b/images/scienceqa/scienceqa-test-02971.png
new file mode 100644
index 0000000000000000000000000000000000000000..b37f7af882cf5b7fd94fb243924865a931c7d5cb
Binary files /dev/null and b/images/scienceqa/scienceqa-test-02971.png differ
diff --git a/images/scienceqa/scienceqa-test-03003.png b/images/scienceqa/scienceqa-test-03003.png
new file mode 100644
index 0000000000000000000000000000000000000000..e7fbfcccc691b5cb96825c5ea021ae5d3a4f5e75
--- /dev/null
+++ b/images/scienceqa/scienceqa-test-03003.png
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:604d72738430bb81dbb7413cd1b78a6cdd056306acc2f0e653066b0e10309035
+size 351253
diff --git a/images/scienceqa/scienceqa-test-03050.png b/images/scienceqa/scienceqa-test-03050.png
new file mode 100644
index 0000000000000000000000000000000000000000..a57c7ee46460732c8b337c2249d58b79e721bd42
Binary files /dev/null and b/images/scienceqa/scienceqa-test-03050.png differ
diff --git a/images/scienceqa/scienceqa-test-03070.png b/images/scienceqa/scienceqa-test-03070.png
new file mode 100644
index 0000000000000000000000000000000000000000..3cb320de10be5dafb91804253d2910f71f4c81b7
Binary files /dev/null and b/images/scienceqa/scienceqa-test-03070.png differ
diff --git a/images/scienceqa/scienceqa-test-03240.png b/images/scienceqa/scienceqa-test-03240.png
new file mode 100644
index 0000000000000000000000000000000000000000..5b5d5cd641022fb160e2310a45a6bc92093fd7c6
Binary files /dev/null and b/images/scienceqa/scienceqa-test-03240.png differ
diff --git a/images/scienceqa/scienceqa-test-03412.png b/images/scienceqa/scienceqa-test-03412.png
new file mode 100644
index 0000000000000000000000000000000000000000..8de4740eef22d9de35cce8b05bc2f2ae2db2af38
Binary files /dev/null and b/images/scienceqa/scienceqa-test-03412.png differ
diff --git a/images/scienceqa/scienceqa-test-03429.png b/images/scienceqa/scienceqa-test-03429.png
new file mode 100644
index 0000000000000000000000000000000000000000..4f88a8846c3d4e3445a1f5b39d44006649fc6fc4
Binary files /dev/null and b/images/scienceqa/scienceqa-test-03429.png differ
diff --git a/images/scienceqa/scienceqa-test-03513.png b/images/scienceqa/scienceqa-test-03513.png
new file mode 100644
index 0000000000000000000000000000000000000000..baafec11408db1f689a36b900b5ed9f3bbfde75c
Binary files /dev/null and b/images/scienceqa/scienceqa-test-03513.png differ
diff --git a/images/scienceqa/scienceqa-test-03639.png b/images/scienceqa/scienceqa-test-03639.png
new file mode 100644
index 0000000000000000000000000000000000000000..98498fdd6b69114189988ff723f689dafb271b7e
Binary files /dev/null and b/images/scienceqa/scienceqa-test-03639.png differ
diff --git a/images/scienceqa/scienceqa-test-03719.png b/images/scienceqa/scienceqa-test-03719.png
new file mode 100644
index 0000000000000000000000000000000000000000..eeaaced302d801bb2ceb3d9ee35b61c4ed21247c
Binary files /dev/null and b/images/scienceqa/scienceqa-test-03719.png differ
diff --git a/images/scienceqa/scienceqa-test-03725.png b/images/scienceqa/scienceqa-test-03725.png
new file mode 100644
index 0000000000000000000000000000000000000000..2d57d6ff7cf094aaca00e3a78046c2923e78a4f5
Binary files /dev/null and b/images/scienceqa/scienceqa-test-03725.png differ
diff --git a/images/scienceqa/scienceqa-test-03851.png b/images/scienceqa/scienceqa-test-03851.png
new file mode 100644
index 0000000000000000000000000000000000000000..0df248b3842b24bf05e83df22507e35acaa1cb72
Binary files /dev/null and b/images/scienceqa/scienceqa-test-03851.png differ
diff --git a/images/scienceqa/scienceqa-test-03889.png b/images/scienceqa/scienceqa-test-03889.png
new file mode 100644
index 0000000000000000000000000000000000000000..db28cde46845e2f3af8b316fa8c35cb2a1e1f1fd
Binary files /dev/null and b/images/scienceqa/scienceqa-test-03889.png differ
diff --git a/images/scienceqa/scienceqa-test-04028.png b/images/scienceqa/scienceqa-test-04028.png
new file mode 100644
index 0000000000000000000000000000000000000000..ec8be5186f4d651538f3fdf00c00fb78fd732fe4
Binary files /dev/null and b/images/scienceqa/scienceqa-test-04028.png differ
diff --git a/images/scienceqa/scienceqa-test-04057.png b/images/scienceqa/scienceqa-test-04057.png
new file mode 100644
index 0000000000000000000000000000000000000000..6696c06933f51a60c48a95b97e5a38bab2a535eb
--- /dev/null
+++ b/images/scienceqa/scienceqa-test-04057.png
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:16245a2f5dba2a3ea79dd1a1338a570c34a2f4a61aed14bfb41106b11055023e
+size 246482
diff --git a/images/scienceqa/scienceqa-test-04060.png b/images/scienceqa/scienceqa-test-04060.png
new file mode 100644
index 0000000000000000000000000000000000000000..496de0950b304fac2ec3f5db7550aea7c5aa59d7
Binary files /dev/null and b/images/scienceqa/scienceqa-test-04060.png differ
diff --git a/images/scienceqa/scienceqa-test-04077.png b/images/scienceqa/scienceqa-test-04077.png
new file mode 100644
index 0000000000000000000000000000000000000000..253f6997282acf7cce23ed1c8bc4193af26e8235
Binary files /dev/null and b/images/scienceqa/scienceqa-test-04077.png differ
diff --git a/images/scienceqa/scienceqa-test-04105.png b/images/scienceqa/scienceqa-test-04105.png
new file mode 100644
index 0000000000000000000000000000000000000000..8fcb223509f1be20b840844477645874215d753f
Binary files /dev/null and b/images/scienceqa/scienceqa-test-04105.png differ
diff --git a/images/scienceqa/scienceqa-test-04152.png b/images/scienceqa/scienceqa-test-04152.png
new file mode 100644
index 0000000000000000000000000000000000000000..70410d14f9809a5f7fa8d1768b7aee40c4560e60
Binary files /dev/null and b/images/scienceqa/scienceqa-test-04152.png differ
diff --git a/images/scienceqa/scienceqa-train-00006.png b/images/scienceqa/scienceqa-train-00006.png
new file mode 100644
index 0000000000000000000000000000000000000000..c29ca8bffdcf410fde636f1da726c1ec7c7bef8e
Binary files /dev/null and b/images/scienceqa/scienceqa-train-00006.png differ
diff --git a/images/scienceqa/scienceqa-train-00021.png b/images/scienceqa/scienceqa-train-00021.png
new file mode 100644
index 0000000000000000000000000000000000000000..e5cfc39c61326f5018516e0da98744eabc50e70f
Binary files /dev/null and b/images/scienceqa/scienceqa-train-00021.png differ
diff --git a/images/scienceqa/scienceqa-train-00032.png b/images/scienceqa/scienceqa-train-00032.png
new file mode 100644
index 0000000000000000000000000000000000000000..f948ae1e10909a466f71d4b3373eb0518502e2f7
Binary files /dev/null and b/images/scienceqa/scienceqa-train-00032.png differ
diff --git a/images/scienceqa/scienceqa-train-00077.png b/images/scienceqa/scienceqa-train-00077.png
new file mode 100644
index 0000000000000000000000000000000000000000..df5b62f0917910986bcc3ad5c73d535b8e15e874
Binary files /dev/null and b/images/scienceqa/scienceqa-train-00077.png differ
diff --git a/images/scienceqa/scienceqa-train-00093.png b/images/scienceqa/scienceqa-train-00093.png
new file mode 100644
index 0000000000000000000000000000000000000000..5f6521f3a7bea30f0fa2b126066048070f59cc99
Binary files /dev/null and b/images/scienceqa/scienceqa-train-00093.png differ
diff --git a/images/scienceqa/scienceqa-train-00124.png b/images/scienceqa/scienceqa-train-00124.png
new file mode 100644
index 0000000000000000000000000000000000000000..0308f55741abde559147f69cb64a4021b9338158
Binary files /dev/null and b/images/scienceqa/scienceqa-train-00124.png differ
diff --git a/images/scienceqa/scienceqa-train-00158.png b/images/scienceqa/scienceqa-train-00158.png
new file mode 100644
index 0000000000000000000000000000000000000000..ec8be5186f4d651538f3fdf00c00fb78fd732fe4
Binary files /dev/null and b/images/scienceqa/scienceqa-train-00158.png differ
diff --git a/images/scienceqa/scienceqa-train-00277.png b/images/scienceqa/scienceqa-train-00277.png
new file mode 100644
index 0000000000000000000000000000000000000000..7319379ceb1a39d43f49470f428490a3224614bb
Binary files /dev/null and b/images/scienceqa/scienceqa-train-00277.png differ
diff --git a/images/scienceqa/scienceqa-train-00315.png b/images/scienceqa/scienceqa-train-00315.png
new file mode 100644
index 0000000000000000000000000000000000000000..e7fbfcccc691b5cb96825c5ea021ae5d3a4f5e75
--- /dev/null
+++ b/images/scienceqa/scienceqa-train-00315.png
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:604d72738430bb81dbb7413cd1b78a6cdd056306acc2f0e653066b0e10309035
+size 351253
diff --git a/images/scienceqa/scienceqa-train-00335.png b/images/scienceqa/scienceqa-train-00335.png
new file mode 100644
index 0000000000000000000000000000000000000000..46110bad3467de9e46071073cf0a80a95fe89871
Binary files /dev/null and b/images/scienceqa/scienceqa-train-00335.png differ
diff --git a/images/scienceqa/scienceqa-train-00368.png b/images/scienceqa/scienceqa-train-00368.png
new file mode 100644
index 0000000000000000000000000000000000000000..4c45891b7691ebf20a6e0c9206bd227f150cac35
Binary files /dev/null and b/images/scienceqa/scienceqa-train-00368.png differ
diff --git a/images/scienceqa/scienceqa-train-00452.png b/images/scienceqa/scienceqa-train-00452.png
new file mode 100644
index 0000000000000000000000000000000000000000..710c39f1dd9ec46725558a83eeeea5e9019be411
Binary files /dev/null and b/images/scienceqa/scienceqa-train-00452.png differ
diff --git a/images/scienceqa/scienceqa-train-00550.png b/images/scienceqa/scienceqa-train-00550.png
new file mode 100644
index 0000000000000000000000000000000000000000..25ec937b5e2ba4d5237bbbacd19576b3f252c6cc
--- /dev/null
+++ b/images/scienceqa/scienceqa-train-00550.png
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:44f1a52569e7d45eeee4c729f02daf1e803017a164c9b3f263182f79514e1f71
+size 251123
diff --git a/images/scienceqa/scienceqa-train-00566.png b/images/scienceqa/scienceqa-train-00566.png
new file mode 100644
index 0000000000000000000000000000000000000000..8acb63ac6870f51c2ecd226f0223fe65482c9668
Binary files /dev/null and b/images/scienceqa/scienceqa-train-00566.png differ
diff --git a/images/scienceqa/scienceqa-train-00867.png b/images/scienceqa/scienceqa-train-00867.png
new file mode 100644
index 0000000000000000000000000000000000000000..1764670dab3e6e009005719bef186b0ded0b349a
Binary files /dev/null and b/images/scienceqa/scienceqa-train-00867.png differ
diff --git a/images/scienceqa/scienceqa-train-00875.png b/images/scienceqa/scienceqa-train-00875.png
new file mode 100644
index 0000000000000000000000000000000000000000..24dbb68ab60d57898381398f71bdaab7650eade0
Binary files /dev/null and b/images/scienceqa/scienceqa-train-00875.png differ
diff --git a/images/scienceqa/scienceqa-train-00887.png b/images/scienceqa/scienceqa-train-00887.png
new file mode 100644
index 0000000000000000000000000000000000000000..622b86ebc88b6d9dc56d88cd398b4b5b3864f83b
Binary files /dev/null and b/images/scienceqa/scienceqa-train-00887.png differ
diff --git a/images/scienceqa/scienceqa-train-00998.png b/images/scienceqa/scienceqa-train-00998.png
new file mode 100644
index 0000000000000000000000000000000000000000..710c39f1dd9ec46725558a83eeeea5e9019be411
Binary files /dev/null and b/images/scienceqa/scienceqa-train-00998.png differ
diff --git a/images/scienceqa/scienceqa-train-01029.png b/images/scienceqa/scienceqa-train-01029.png
new file mode 100644
index 0000000000000000000000000000000000000000..65447d795f844f6fc60fba8b39a4cbddc4e9eb3a
Binary files /dev/null and b/images/scienceqa/scienceqa-train-01029.png differ
diff --git a/images/scienceqa/scienceqa-train-01032.png b/images/scienceqa/scienceqa-train-01032.png
new file mode 100644
index 0000000000000000000000000000000000000000..a24be688072e0d9bcad44aa4d4f658567f04568f
--- /dev/null
+++ b/images/scienceqa/scienceqa-train-01032.png
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:9db97cb8e87ec280f6de7d7ac551fa2ff1480e1922954e2a259c253aa616c604
+size 384949
diff --git a/images/scienceqa/scienceqa-train-01044.png b/images/scienceqa/scienceqa-train-01044.png
new file mode 100644
index 0000000000000000000000000000000000000000..e7fbfcccc691b5cb96825c5ea021ae5d3a4f5e75
--- /dev/null
+++ b/images/scienceqa/scienceqa-train-01044.png
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:604d72738430bb81dbb7413cd1b78a6cdd056306acc2f0e653066b0e10309035
+size 351253
diff --git a/images/scienceqa/scienceqa-train-01077.png b/images/scienceqa/scienceqa-train-01077.png
new file mode 100644
index 0000000000000000000000000000000000000000..d38f4ad3e04a80d79fa39978bf3aaf21a84f0877
Binary files /dev/null and b/images/scienceqa/scienceqa-train-01077.png differ
diff --git a/images/scienceqa/scienceqa-train-01174.png b/images/scienceqa/scienceqa-train-01174.png
new file mode 100644
index 0000000000000000000000000000000000000000..049ba7646a5aefb18ca56e38bc1fc927fa31db2a
Binary files /dev/null and b/images/scienceqa/scienceqa-train-01174.png differ
diff --git a/images/scienceqa/scienceqa-train-01284.png b/images/scienceqa/scienceqa-train-01284.png
new file mode 100644
index 0000000000000000000000000000000000000000..3da226eabbd2b0604529deb4ba9acae5caf3e72d
Binary files /dev/null and b/images/scienceqa/scienceqa-train-01284.png differ
diff --git a/images/scienceqa/scienceqa-train-01397.png b/images/scienceqa/scienceqa-train-01397.png
new file mode 100644
index 0000000000000000000000000000000000000000..26b9f99739f599f98fdf4dcb9613893d2d1e5aba
Binary files /dev/null and b/images/scienceqa/scienceqa-train-01397.png differ
diff --git a/images/scienceqa/scienceqa-train-01457.png b/images/scienceqa/scienceqa-train-01457.png
new file mode 100644
index 0000000000000000000000000000000000000000..4a49c2f1664e29e218fbe5df666f301157a86df3
Binary files /dev/null and b/images/scienceqa/scienceqa-train-01457.png differ
diff --git a/images/scienceqa/scienceqa-train-01515.png b/images/scienceqa/scienceqa-train-01515.png
new file mode 100644
index 0000000000000000000000000000000000000000..aac6d42020e0e814b2d7769c99fae3ef3b2fea15
Binary files /dev/null and b/images/scienceqa/scienceqa-train-01515.png differ
diff --git a/images/scienceqa/scienceqa-train-01568.png b/images/scienceqa/scienceqa-train-01568.png
new file mode 100644
index 0000000000000000000000000000000000000000..5b5d5cd641022fb160e2310a45a6bc92093fd7c6
Binary files /dev/null and b/images/scienceqa/scienceqa-train-01568.png differ
diff --git a/images/scienceqa/scienceqa-train-01575.png b/images/scienceqa/scienceqa-train-01575.png
new file mode 100644
index 0000000000000000000000000000000000000000..27b474dc138572cd8dc3d8bd1a57e91f0ce73d9c
--- /dev/null
+++ b/images/scienceqa/scienceqa-train-01575.png
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:b6d038dcddeb54e63e097f4291912f5ddbdbcd6d264ff85181f84d04c1414e89
+size 267128
diff --git a/images/scienceqa/scienceqa-train-01604.png b/images/scienceqa/scienceqa-train-01604.png
new file mode 100644
index 0000000000000000000000000000000000000000..644261e9d156c5508e16966e11bc70702081f358
Binary files /dev/null and b/images/scienceqa/scienceqa-train-01604.png differ
diff --git a/images/scienceqa/scienceqa-train-01653.png b/images/scienceqa/scienceqa-train-01653.png
new file mode 100644
index 0000000000000000000000000000000000000000..95236f219b8405b43295132ee2f4c35631130c81
Binary files /dev/null and b/images/scienceqa/scienceqa-train-01653.png differ
diff --git a/images/scienceqa/scienceqa-train-01697.png b/images/scienceqa/scienceqa-train-01697.png
new file mode 100644
index 0000000000000000000000000000000000000000..20868f8f0aea61453b6ce5c205338b7e23d4689a
Binary files /dev/null and b/images/scienceqa/scienceqa-train-01697.png differ
diff --git a/images/scienceqa/scienceqa-train-01716.png b/images/scienceqa/scienceqa-train-01716.png
new file mode 100644
index 0000000000000000000000000000000000000000..f4cfa4642b3973bccb7c9e1edf551e49e44dd83e
Binary files /dev/null and b/images/scienceqa/scienceqa-train-01716.png differ
diff --git a/images/scienceqa/scienceqa-train-01740.png b/images/scienceqa/scienceqa-train-01740.png
new file mode 100644
index 0000000000000000000000000000000000000000..4d05a11a3bce4ced86da0f64518bff392c47eb8f
Binary files /dev/null and b/images/scienceqa/scienceqa-train-01740.png differ
diff --git a/images/scienceqa/scienceqa-train-01748.png b/images/scienceqa/scienceqa-train-01748.png
new file mode 100644
index 0000000000000000000000000000000000000000..81de14d188e97ae3c622e07529ebc81d7cabaedf
Binary files /dev/null and b/images/scienceqa/scienceqa-train-01748.png differ
diff --git a/images/scienceqa/scienceqa-train-01817.png b/images/scienceqa/scienceqa-train-01817.png
new file mode 100644
index 0000000000000000000000000000000000000000..fccf85d53aa5e1ac6d751085cad7717807a4b12a
Binary files /dev/null and b/images/scienceqa/scienceqa-train-01817.png differ
diff --git a/images/scienceqa/scienceqa-train-01840.png b/images/scienceqa/scienceqa-train-01840.png
new file mode 100644
index 0000000000000000000000000000000000000000..e9bd0c553bc3784c74fe390c6b06e2d9f70c3f6c
Binary files /dev/null and b/images/scienceqa/scienceqa-train-01840.png differ
diff --git a/images/scienceqa/scienceqa-train-01898.png b/images/scienceqa/scienceqa-train-01898.png
new file mode 100644
index 0000000000000000000000000000000000000000..27b474dc138572cd8dc3d8bd1a57e91f0ce73d9c
--- /dev/null
+++ b/images/scienceqa/scienceqa-train-01898.png
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:b6d038dcddeb54e63e097f4291912f5ddbdbcd6d264ff85181f84d04c1414e89
+size 267128
diff --git a/images/scienceqa/scienceqa-train-01964.png b/images/scienceqa/scienceqa-train-01964.png
new file mode 100644
index 0000000000000000000000000000000000000000..0308f55741abde559147f69cb64a4021b9338158
Binary files /dev/null and b/images/scienceqa/scienceqa-train-01964.png differ
diff --git a/images/scienceqa/scienceqa-train-02001.png b/images/scienceqa/scienceqa-train-02001.png
new file mode 100644
index 0000000000000000000000000000000000000000..e7fbfcccc691b5cb96825c5ea021ae5d3a4f5e75
--- /dev/null
+++ b/images/scienceqa/scienceqa-train-02001.png
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:604d72738430bb81dbb7413cd1b78a6cdd056306acc2f0e653066b0e10309035
+size 351253
diff --git a/images/scienceqa/scienceqa-train-02069.png b/images/scienceqa/scienceqa-train-02069.png
new file mode 100644
index 0000000000000000000000000000000000000000..27b474dc138572cd8dc3d8bd1a57e91f0ce73d9c
--- /dev/null
+++ b/images/scienceqa/scienceqa-train-02069.png
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:b6d038dcddeb54e63e097f4291912f5ddbdbcd6d264ff85181f84d04c1414e89
+size 267128
diff --git a/images/scienceqa/scienceqa-train-02138.png b/images/scienceqa/scienceqa-train-02138.png
new file mode 100644
index 0000000000000000000000000000000000000000..5b418c30c5f1f454b633c0023ab59e429ec2d347
Binary files /dev/null and b/images/scienceqa/scienceqa-train-02138.png differ
diff --git a/images/scienceqa/scienceqa-train-02150.png b/images/scienceqa/scienceqa-train-02150.png
new file mode 100644
index 0000000000000000000000000000000000000000..efcf26160b8d7de4ae9e0d7aaba3d3065591427d
Binary files /dev/null and b/images/scienceqa/scienceqa-train-02150.png differ
diff --git a/images/scienceqa/scienceqa-train-02324.png b/images/scienceqa/scienceqa-train-02324.png
new file mode 100644
index 0000000000000000000000000000000000000000..317d88e0fa11e9d57e7bc154d6b89f57c5990a7b
Binary files /dev/null and b/images/scienceqa/scienceqa-train-02324.png differ
diff --git a/images/scienceqa/scienceqa-train-02379.png b/images/scienceqa/scienceqa-train-02379.png
new file mode 100644
index 0000000000000000000000000000000000000000..9b76b2d159e067d9e1e694080553f0640cccec20
Binary files /dev/null and b/images/scienceqa/scienceqa-train-02379.png differ
diff --git a/images/scienceqa/scienceqa-train-02483.png b/images/scienceqa/scienceqa-train-02483.png
new file mode 100644
index 0000000000000000000000000000000000000000..7af79b246d6dde168e9ffe1e7286ac81c8d33108
Binary files /dev/null and b/images/scienceqa/scienceqa-train-02483.png differ
diff --git a/images/scienceqa/scienceqa-train-02484.png b/images/scienceqa/scienceqa-train-02484.png
new file mode 100644
index 0000000000000000000000000000000000000000..8acb63ac6870f51c2ecd226f0223fe65482c9668
Binary files /dev/null and b/images/scienceqa/scienceqa-train-02484.png differ
diff --git a/images/scienceqa/scienceqa-train-02682.png b/images/scienceqa/scienceqa-train-02682.png
new file mode 100644
index 0000000000000000000000000000000000000000..30eaf345eaf65e649199cdb60dd51effc90b6954
Binary files /dev/null and b/images/scienceqa/scienceqa-train-02682.png differ
diff --git a/images/scienceqa/scienceqa-train-02788.png b/images/scienceqa/scienceqa-train-02788.png
new file mode 100644
index 0000000000000000000000000000000000000000..2a5386dc8674e4513ddbd7889976a7acebe73bf7
Binary files /dev/null and b/images/scienceqa/scienceqa-train-02788.png differ
diff --git a/images/scienceqa/scienceqa-train-02951.png b/images/scienceqa/scienceqa-train-02951.png
new file mode 100644
index 0000000000000000000000000000000000000000..df5b62f0917910986bcc3ad5c73d535b8e15e874
Binary files /dev/null and b/images/scienceqa/scienceqa-train-02951.png differ
diff --git a/images/scienceqa/scienceqa-train-02954.png b/images/scienceqa/scienceqa-train-02954.png
new file mode 100644
index 0000000000000000000000000000000000000000..8c674adc846cdcaabd073eefff74ed6568e7b1d6
Binary files /dev/null and b/images/scienceqa/scienceqa-train-02954.png differ
diff --git a/images/scienceqa/scienceqa-train-02973.png b/images/scienceqa/scienceqa-train-02973.png
new file mode 100644
index 0000000000000000000000000000000000000000..0b1dea3f41491ff7c5ccfe18cb6f297034993c09
Binary files /dev/null and b/images/scienceqa/scienceqa-train-02973.png differ
diff --git a/images/scienceqa/scienceqa-train-03018.png b/images/scienceqa/scienceqa-train-03018.png
new file mode 100644
index 0000000000000000000000000000000000000000..ec4f82b896801f7d467430a6c09852d47dc54189
Binary files /dev/null and b/images/scienceqa/scienceqa-train-03018.png differ
diff --git a/images/scienceqa/scienceqa-train-03196.png b/images/scienceqa/scienceqa-train-03196.png
new file mode 100644
index 0000000000000000000000000000000000000000..a24be688072e0d9bcad44aa4d4f658567f04568f
--- /dev/null
+++ b/images/scienceqa/scienceqa-train-03196.png
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:9db97cb8e87ec280f6de7d7ac551fa2ff1480e1922954e2a259c253aa616c604
+size 384949
diff --git a/images/scienceqa/scienceqa-train-03226.png b/images/scienceqa/scienceqa-train-03226.png
new file mode 100644
index 0000000000000000000000000000000000000000..8fdaeeabab61ac296250963757584dcc459d01a7
Binary files /dev/null and b/images/scienceqa/scienceqa-train-03226.png differ
diff --git a/images/scienceqa/scienceqa-train-03369.png b/images/scienceqa/scienceqa-train-03369.png
new file mode 100644
index 0000000000000000000000000000000000000000..d635a4a9f2696a3dd41976c92beed4d813ae95ec
Binary files /dev/null and b/images/scienceqa/scienceqa-train-03369.png differ
diff --git a/images/scienceqa/scienceqa-train-03426.png b/images/scienceqa/scienceqa-train-03426.png
new file mode 100644
index 0000000000000000000000000000000000000000..51cadde4cb142ca0e04025cb3dc72b6130531ffe
Binary files /dev/null and b/images/scienceqa/scienceqa-train-03426.png differ
diff --git a/images/scienceqa/scienceqa-train-03445.png b/images/scienceqa/scienceqa-train-03445.png
new file mode 100644
index 0000000000000000000000000000000000000000..8054d9e0e0f4a11d8d5607ba277879abc395db9c
Binary files /dev/null and b/images/scienceqa/scienceqa-train-03445.png differ
diff --git a/images/scienceqa/scienceqa-train-03471.png b/images/scienceqa/scienceqa-train-03471.png
new file mode 100644
index 0000000000000000000000000000000000000000..1f869d36d5a9462992e9f07d88ea8caa4e8a074e
Binary files /dev/null and b/images/scienceqa/scienceqa-train-03471.png differ
diff --git a/images/scienceqa/scienceqa-train-03620.png b/images/scienceqa/scienceqa-train-03620.png
new file mode 100644
index 0000000000000000000000000000000000000000..b3f43157387738fa945de94766a4ef679761d650
Binary files /dev/null and b/images/scienceqa/scienceqa-train-03620.png differ
diff --git a/images/scienceqa/scienceqa-train-03672.png b/images/scienceqa/scienceqa-train-03672.png
new file mode 100644
index 0000000000000000000000000000000000000000..b5bc0681c89ab1b431253a0b1167e42e0ccd8919
Binary files /dev/null and b/images/scienceqa/scienceqa-train-03672.png differ
diff --git a/images/scienceqa/scienceqa-train-03703.png b/images/scienceqa/scienceqa-train-03703.png
new file mode 100644
index 0000000000000000000000000000000000000000..e7fbfcccc691b5cb96825c5ea021ae5d3a4f5e75
--- /dev/null
+++ b/images/scienceqa/scienceqa-train-03703.png
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:604d72738430bb81dbb7413cd1b78a6cdd056306acc2f0e653066b0e10309035
+size 351253
diff --git a/images/scienceqa/scienceqa-train-03878.png b/images/scienceqa/scienceqa-train-03878.png
new file mode 100644
index 0000000000000000000000000000000000000000..f075120e89e586959a262fbb28f72ce4680ef929
Binary files /dev/null and b/images/scienceqa/scienceqa-train-03878.png differ
diff --git a/images/scienceqa/scienceqa-train-03988.png b/images/scienceqa/scienceqa-train-03988.png
new file mode 100644
index 0000000000000000000000000000000000000000..dc64579e0e64ee5980da53270c59263c59eb730a
Binary files /dev/null and b/images/scienceqa/scienceqa-train-03988.png differ
diff --git a/images/scienceqa/scienceqa-train-04026.png b/images/scienceqa/scienceqa-train-04026.png
new file mode 100644
index 0000000000000000000000000000000000000000..dab269ea3d4e29906c6322ddb18cd87ca846110e
Binary files /dev/null and b/images/scienceqa/scienceqa-train-04026.png differ
diff --git a/images/scienceqa/scienceqa-train-04327.png b/images/scienceqa/scienceqa-train-04327.png
new file mode 100644
index 0000000000000000000000000000000000000000..3e32cde6797c46c9f8886a639ec44b4ad6c9fe68
Binary files /dev/null and b/images/scienceqa/scienceqa-train-04327.png differ
diff --git a/images/scienceqa/scienceqa-train-04332.png b/images/scienceqa/scienceqa-train-04332.png
new file mode 100644
index 0000000000000000000000000000000000000000..8054d9e0e0f4a11d8d5607ba277879abc395db9c
Binary files /dev/null and b/images/scienceqa/scienceqa-train-04332.png differ
diff --git a/images/scienceqa/scienceqa-train-04445.png b/images/scienceqa/scienceqa-train-04445.png
new file mode 100644
index 0000000000000000000000000000000000000000..6d9fa83957ff81d9701006697e39b5a396171324
Binary files /dev/null and b/images/scienceqa/scienceqa-train-04445.png differ
diff --git a/images/scienceqa/scienceqa-train-04556.png b/images/scienceqa/scienceqa-train-04556.png
new file mode 100644
index 0000000000000000000000000000000000000000..df5b62f0917910986bcc3ad5c73d535b8e15e874
Binary files /dev/null and b/images/scienceqa/scienceqa-train-04556.png differ
diff --git a/images/scienceqa/scienceqa-train-04610.png b/images/scienceqa/scienceqa-train-04610.png
new file mode 100644
index 0000000000000000000000000000000000000000..6cdd1aec4a0e8d90cede822046ae28f7d0ccaa0f
Binary files /dev/null and b/images/scienceqa/scienceqa-train-04610.png differ
diff --git a/images/scienceqa/scienceqa-train-04629.png b/images/scienceqa/scienceqa-train-04629.png
new file mode 100644
index 0000000000000000000000000000000000000000..b780776cbf4540013537e307e2b26e1043e1afa3
Binary files /dev/null and b/images/scienceqa/scienceqa-train-04629.png differ
diff --git a/images/scienceqa/scienceqa-train-04636.png b/images/scienceqa/scienceqa-train-04636.png
new file mode 100644
index 0000000000000000000000000000000000000000..5b5d5cd641022fb160e2310a45a6bc92093fd7c6
Binary files /dev/null and b/images/scienceqa/scienceqa-train-04636.png differ
diff --git a/images/scienceqa/scienceqa-train-04661.png b/images/scienceqa/scienceqa-train-04661.png
new file mode 100644
index 0000000000000000000000000000000000000000..a24be688072e0d9bcad44aa4d4f658567f04568f
--- /dev/null
+++ b/images/scienceqa/scienceqa-train-04661.png
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:9db97cb8e87ec280f6de7d7ac551fa2ff1480e1922954e2a259c253aa616c604
+size 384949
diff --git a/images/scienceqa/scienceqa-train-04678.png b/images/scienceqa/scienceqa-train-04678.png
new file mode 100644
index 0000000000000000000000000000000000000000..9af29933184a379051c95b4ec242bf3f26e289ff
Binary files /dev/null and b/images/scienceqa/scienceqa-train-04678.png differ
diff --git a/images/scienceqa/scienceqa-train-04688.png b/images/scienceqa/scienceqa-train-04688.png
new file mode 100644
index 0000000000000000000000000000000000000000..9075b19f0a86eb556812d7233ae4fa20d9bc1c14
Binary files /dev/null and b/images/scienceqa/scienceqa-train-04688.png differ
diff --git a/images/scienceqa/scienceqa-train-04829.png b/images/scienceqa/scienceqa-train-04829.png
new file mode 100644
index 0000000000000000000000000000000000000000..a24be688072e0d9bcad44aa4d4f658567f04568f
--- /dev/null
+++ b/images/scienceqa/scienceqa-train-04829.png
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:9db97cb8e87ec280f6de7d7ac551fa2ff1480e1922954e2a259c253aa616c604
+size 384949
diff --git a/images/scienceqa/scienceqa-train-04831.png b/images/scienceqa/scienceqa-train-04831.png
new file mode 100644
index 0000000000000000000000000000000000000000..f08ead8ce91a1dad8d8f7620e183ae534ce2d609
Binary files /dev/null and b/images/scienceqa/scienceqa-train-04831.png differ
diff --git a/images/scienceqa/scienceqa-train-04887.png b/images/scienceqa/scienceqa-train-04887.png
new file mode 100644
index 0000000000000000000000000000000000000000..e7fbfcccc691b5cb96825c5ea021ae5d3a4f5e75
--- /dev/null
+++ b/images/scienceqa/scienceqa-train-04887.png
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:604d72738430bb81dbb7413cd1b78a6cdd056306acc2f0e653066b0e10309035
+size 351253
diff --git a/images/scienceqa/scienceqa-train-05020.png b/images/scienceqa/scienceqa-train-05020.png
new file mode 100644
index 0000000000000000000000000000000000000000..a24be688072e0d9bcad44aa4d4f658567f04568f
--- /dev/null
+++ b/images/scienceqa/scienceqa-train-05020.png
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:9db97cb8e87ec280f6de7d7ac551fa2ff1480e1922954e2a259c253aa616c604
+size 384949
diff --git a/images/scienceqa/scienceqa-train-05049.png b/images/scienceqa/scienceqa-train-05049.png
new file mode 100644
index 0000000000000000000000000000000000000000..99f7bf29d7990e8794f813b2043aa9b311764c2a
Binary files /dev/null and b/images/scienceqa/scienceqa-train-05049.png differ
diff --git a/images/scienceqa/scienceqa-train-05129.png b/images/scienceqa/scienceqa-train-05129.png
new file mode 100644
index 0000000000000000000000000000000000000000..75a9b1deb874fb08aa6a37728872f9c9ad76fcb3
Binary files /dev/null and b/images/scienceqa/scienceqa-train-05129.png differ
diff --git a/images/scienceqa/scienceqa-train-05268.png b/images/scienceqa/scienceqa-train-05268.png
new file mode 100644
index 0000000000000000000000000000000000000000..95236f219b8405b43295132ee2f4c35631130c81
Binary files /dev/null and b/images/scienceqa/scienceqa-train-05268.png differ
diff --git a/images/scienceqa/scienceqa-train-05324.png b/images/scienceqa/scienceqa-train-05324.png
new file mode 100644
index 0000000000000000000000000000000000000000..6696c06933f51a60c48a95b97e5a38bab2a535eb
--- /dev/null
+++ b/images/scienceqa/scienceqa-train-05324.png
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:16245a2f5dba2a3ea79dd1a1338a570c34a2f4a61aed14bfb41106b11055023e
+size 246482
diff --git a/images/scienceqa/scienceqa-train-05367.png b/images/scienceqa/scienceqa-train-05367.png
new file mode 100644
index 0000000000000000000000000000000000000000..138194343ed4ef122cd41e9204e4dff8cd2b6d76
Binary files /dev/null and b/images/scienceqa/scienceqa-train-05367.png differ
diff --git a/images/scienceqa/scienceqa-train-05508.png b/images/scienceqa/scienceqa-train-05508.png
new file mode 100644
index 0000000000000000000000000000000000000000..d4a1f26ab7d79135937cee7983ec18f522baa0de
Binary files /dev/null and b/images/scienceqa/scienceqa-train-05508.png differ
diff --git a/images/scienceqa/scienceqa-train-05533.png b/images/scienceqa/scienceqa-train-05533.png
new file mode 100644
index 0000000000000000000000000000000000000000..f948ae1e10909a466f71d4b3373eb0518502e2f7
Binary files /dev/null and b/images/scienceqa/scienceqa-train-05533.png differ
diff --git a/images/scienceqa/scienceqa-train-05607.png b/images/scienceqa/scienceqa-train-05607.png
new file mode 100644
index 0000000000000000000000000000000000000000..8fcb223509f1be20b840844477645874215d753f
Binary files /dev/null and b/images/scienceqa/scienceqa-train-05607.png differ
diff --git a/images/scienceqa/scienceqa-train-05655.png b/images/scienceqa/scienceqa-train-05655.png
new file mode 100644
index 0000000000000000000000000000000000000000..d884b5eda84a8abd42e882890f30de84d66b47db
Binary files /dev/null and b/images/scienceqa/scienceqa-train-05655.png differ
diff --git a/images/scienceqa/scienceqa-train-05669.png b/images/scienceqa/scienceqa-train-05669.png
new file mode 100644
index 0000000000000000000000000000000000000000..a4155a8cba838d36950a57662f56fc944399f02f
Binary files /dev/null and b/images/scienceqa/scienceqa-train-05669.png differ
diff --git a/images/scienceqa/scienceqa-train-05680.png b/images/scienceqa/scienceqa-train-05680.png
new file mode 100644
index 0000000000000000000000000000000000000000..8de4740eef22d9de35cce8b05bc2f2ae2db2af38
Binary files /dev/null and b/images/scienceqa/scienceqa-train-05680.png differ
diff --git a/images/scienceqa/scienceqa-train-05726.png b/images/scienceqa/scienceqa-train-05726.png
new file mode 100644
index 0000000000000000000000000000000000000000..3e32cde6797c46c9f8886a639ec44b4ad6c9fe68
Binary files /dev/null and b/images/scienceqa/scienceqa-train-05726.png differ
diff --git a/images/scienceqa/scienceqa-train-05733.png b/images/scienceqa/scienceqa-train-05733.png
new file mode 100644
index 0000000000000000000000000000000000000000..409a60948630bb26531d339c217d1d5bc2799873
Binary files /dev/null and b/images/scienceqa/scienceqa-train-05733.png differ
diff --git a/images/scienceqa/scienceqa-train-05822.png b/images/scienceqa/scienceqa-train-05822.png
new file mode 100644
index 0000000000000000000000000000000000000000..fccf85d53aa5e1ac6d751085cad7717807a4b12a
Binary files /dev/null and b/images/scienceqa/scienceqa-train-05822.png differ
diff --git a/images/scienceqa/scienceqa-train-05846.png b/images/scienceqa/scienceqa-train-05846.png
new file mode 100644
index 0000000000000000000000000000000000000000..9b76b2d159e067d9e1e694080553f0640cccec20
Binary files /dev/null and b/images/scienceqa/scienceqa-train-05846.png differ
diff --git a/images/scienceqa/scienceqa-train-05975.png b/images/scienceqa/scienceqa-train-05975.png
new file mode 100644
index 0000000000000000000000000000000000000000..8054d9e0e0f4a11d8d5607ba277879abc395db9c
Binary files /dev/null and b/images/scienceqa/scienceqa-train-05975.png differ
diff --git a/images/scienceqa/scienceqa-train-05976.png b/images/scienceqa/scienceqa-train-05976.png
new file mode 100644
index 0000000000000000000000000000000000000000..a24be688072e0d9bcad44aa4d4f658567f04568f
--- /dev/null
+++ b/images/scienceqa/scienceqa-train-05976.png
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:9db97cb8e87ec280f6de7d7ac551fa2ff1480e1922954e2a259c253aa616c604
+size 384949
diff --git a/images/scienceqa/scienceqa-train-05997.png b/images/scienceqa/scienceqa-train-05997.png
new file mode 100644
index 0000000000000000000000000000000000000000..6cdd1aec4a0e8d90cede822046ae28f7d0ccaa0f
Binary files /dev/null and b/images/scienceqa/scienceqa-train-05997.png differ
diff --git a/images/scienceqa/scienceqa-train-06168.png b/images/scienceqa/scienceqa-train-06168.png
new file mode 100644
index 0000000000000000000000000000000000000000..2c75168d5da405d706ea83d1e8b9a8410a87d6b0
Binary files /dev/null and b/images/scienceqa/scienceqa-train-06168.png differ
diff --git a/images/scienceqa/scienceqa-train-06201.png b/images/scienceqa/scienceqa-train-06201.png
new file mode 100644
index 0000000000000000000000000000000000000000..e9268231b677b09820b7bef0265523f967134517
Binary files /dev/null and b/images/scienceqa/scienceqa-train-06201.png differ
diff --git a/images/scienceqa/scienceqa-train-06203.png b/images/scienceqa/scienceqa-train-06203.png
new file mode 100644
index 0000000000000000000000000000000000000000..2de99d94a11e04b9c61b4ccb08ed66483ba9e2d2
Binary files /dev/null and b/images/scienceqa/scienceqa-train-06203.png differ
diff --git a/images/scienceqa/scienceqa-train-06224.png b/images/scienceqa/scienceqa-train-06224.png
new file mode 100644
index 0000000000000000000000000000000000000000..99408137e189b4ec3cd6d055f0d38a6531925af5
Binary files /dev/null and b/images/scienceqa/scienceqa-train-06224.png differ
diff --git a/images/scienceqa/scienceqa-train-06251.png b/images/scienceqa/scienceqa-train-06251.png
new file mode 100644
index 0000000000000000000000000000000000000000..e7fbfcccc691b5cb96825c5ea021ae5d3a4f5e75
--- /dev/null
+++ b/images/scienceqa/scienceqa-train-06251.png
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:604d72738430bb81dbb7413cd1b78a6cdd056306acc2f0e653066b0e10309035
+size 351253
diff --git a/images/scienceqa/scienceqa-train-06291.png b/images/scienceqa/scienceqa-train-06291.png
new file mode 100644
index 0000000000000000000000000000000000000000..8fcb223509f1be20b840844477645874215d753f
Binary files /dev/null and b/images/scienceqa/scienceqa-train-06291.png differ
diff --git a/images/scienceqa/scienceqa-train-06364.png b/images/scienceqa/scienceqa-train-06364.png
new file mode 100644
index 0000000000000000000000000000000000000000..a88a123cceaa17d9b6c942cec264785d702a681e
Binary files /dev/null and b/images/scienceqa/scienceqa-train-06364.png differ
diff --git a/images/scienceqa/scienceqa-train-06457.png b/images/scienceqa/scienceqa-train-06457.png
new file mode 100644
index 0000000000000000000000000000000000000000..7319379ceb1a39d43f49470f428490a3224614bb
Binary files /dev/null and b/images/scienceqa/scienceqa-train-06457.png differ
diff --git a/images/scienceqa/scienceqa-train-06471.png b/images/scienceqa/scienceqa-train-06471.png
new file mode 100644
index 0000000000000000000000000000000000000000..a57c7ee46460732c8b337c2249d58b79e721bd42
Binary files /dev/null and b/images/scienceqa/scienceqa-train-06471.png differ
diff --git a/images/scienceqa/scienceqa-train-06576.png b/images/scienceqa/scienceqa-train-06576.png
new file mode 100644
index 0000000000000000000000000000000000000000..a24be688072e0d9bcad44aa4d4f658567f04568f
--- /dev/null
+++ b/images/scienceqa/scienceqa-train-06576.png
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:9db97cb8e87ec280f6de7d7ac551fa2ff1480e1922954e2a259c253aa616c604
+size 384949
diff --git a/images/scienceqa/scienceqa-train-06603.png b/images/scienceqa/scienceqa-train-06603.png
new file mode 100644
index 0000000000000000000000000000000000000000..81de14d188e97ae3c622e07529ebc81d7cabaedf
Binary files /dev/null and b/images/scienceqa/scienceqa-train-06603.png differ
diff --git a/images/scienceqa/scienceqa-train-06646.png b/images/scienceqa/scienceqa-train-06646.png
new file mode 100644
index 0000000000000000000000000000000000000000..bacec423f3858036c78fd9a82d697e96b435459e
Binary files /dev/null and b/images/scienceqa/scienceqa-train-06646.png differ
diff --git a/images/scienceqa/scienceqa-train-06684.png b/images/scienceqa/scienceqa-train-06684.png
new file mode 100644
index 0000000000000000000000000000000000000000..010097dd49ddf8ad17caf073e646a8d1cef806a1
Binary files /dev/null and b/images/scienceqa/scienceqa-train-06684.png differ
diff --git a/images/scienceqa/scienceqa-train-06685.png b/images/scienceqa/scienceqa-train-06685.png
new file mode 100644
index 0000000000000000000000000000000000000000..baafec11408db1f689a36b900b5ed9f3bbfde75c
Binary files /dev/null and b/images/scienceqa/scienceqa-train-06685.png differ
diff --git a/images/scienceqa/scienceqa-train-06691.png b/images/scienceqa/scienceqa-train-06691.png
new file mode 100644
index 0000000000000000000000000000000000000000..e7fbfcccc691b5cb96825c5ea021ae5d3a4f5e75
--- /dev/null
+++ b/images/scienceqa/scienceqa-train-06691.png
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:604d72738430bb81dbb7413cd1b78a6cdd056306acc2f0e653066b0e10309035
+size 351253
diff --git a/images/scienceqa/scienceqa-train-06751.png b/images/scienceqa/scienceqa-train-06751.png
new file mode 100644
index 0000000000000000000000000000000000000000..d4a1f26ab7d79135937cee7983ec18f522baa0de
Binary files /dev/null and b/images/scienceqa/scienceqa-train-06751.png differ
diff --git a/images/scienceqa/scienceqa-train-06764.png b/images/scienceqa/scienceqa-train-06764.png
new file mode 100644
index 0000000000000000000000000000000000000000..39cb39d998d70597c5d8beb77e2ef691bbe66644
--- /dev/null
+++ b/images/scienceqa/scienceqa-train-06764.png
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:da85d78a59a90b96727de5f563e61b24a24cfa68c36e4035ffb73716c14afa56
+size 225232
diff --git a/images/scienceqa/scienceqa-train-06886.png b/images/scienceqa/scienceqa-train-06886.png
new file mode 100644
index 0000000000000000000000000000000000000000..02e99293ddc5049dee1735c987cd38773ffa0740
Binary files /dev/null and b/images/scienceqa/scienceqa-train-06886.png differ
diff --git a/images/scienceqa/scienceqa-train-06907.png b/images/scienceqa/scienceqa-train-06907.png
new file mode 100644
index 0000000000000000000000000000000000000000..9b76b2d159e067d9e1e694080553f0640cccec20
Binary files /dev/null and b/images/scienceqa/scienceqa-train-06907.png differ
diff --git a/images/scienceqa/scienceqa-train-06953.png b/images/scienceqa/scienceqa-train-06953.png
new file mode 100644
index 0000000000000000000000000000000000000000..24dbb68ab60d57898381398f71bdaab7650eade0
Binary files /dev/null and b/images/scienceqa/scienceqa-train-06953.png differ
diff --git a/images/scienceqa/scienceqa-train-07065.png b/images/scienceqa/scienceqa-train-07065.png
new file mode 100644
index 0000000000000000000000000000000000000000..1764670dab3e6e009005719bef186b0ded0b349a
Binary files /dev/null and b/images/scienceqa/scienceqa-train-07065.png differ
diff --git a/images/scienceqa/scienceqa-train-07096.png b/images/scienceqa/scienceqa-train-07096.png
new file mode 100644
index 0000000000000000000000000000000000000000..475dbba45cc5ae2a1769e89f42c01689679bd75f
Binary files /dev/null and b/images/scienceqa/scienceqa-train-07096.png differ
diff --git a/images/scienceqa/scienceqa-train-07139.png b/images/scienceqa/scienceqa-train-07139.png
new file mode 100644
index 0000000000000000000000000000000000000000..956344e7a014a5939bf00adae2b3d099ada33aae
Binary files /dev/null and b/images/scienceqa/scienceqa-train-07139.png differ
diff --git a/images/scienceqa/scienceqa-train-07358.png b/images/scienceqa/scienceqa-train-07358.png
new file mode 100644
index 0000000000000000000000000000000000000000..8f416635db3be8955c026e571940573bb2a29e29
Binary files /dev/null and b/images/scienceqa/scienceqa-train-07358.png differ
diff --git a/images/scienceqa/scienceqa-train-07380.png b/images/scienceqa/scienceqa-train-07380.png
new file mode 100644
index 0000000000000000000000000000000000000000..5b5d5cd641022fb160e2310a45a6bc92093fd7c6
Binary files /dev/null and b/images/scienceqa/scienceqa-train-07380.png differ
diff --git a/images/scienceqa/scienceqa-train-07389.png b/images/scienceqa/scienceqa-train-07389.png
new file mode 100644
index 0000000000000000000000000000000000000000..ec81d2c2f2058c7d8692fe4e2786a93f359a4154
Binary files /dev/null and b/images/scienceqa/scienceqa-train-07389.png differ
diff --git a/images/scienceqa/scienceqa-train-07404.png b/images/scienceqa/scienceqa-train-07404.png
new file mode 100644
index 0000000000000000000000000000000000000000..8de4740eef22d9de35cce8b05bc2f2ae2db2af38
Binary files /dev/null and b/images/scienceqa/scienceqa-train-07404.png differ
diff --git a/images/scienceqa/scienceqa-train-07464.png b/images/scienceqa/scienceqa-train-07464.png
new file mode 100644
index 0000000000000000000000000000000000000000..a77a3d1cbf9226be3540c4d429d623898595eb9b
Binary files /dev/null and b/images/scienceqa/scienceqa-train-07464.png differ
diff --git a/images/scienceqa/scienceqa-train-07491.png b/images/scienceqa/scienceqa-train-07491.png
new file mode 100644
index 0000000000000000000000000000000000000000..317d88e0fa11e9d57e7bc154d6b89f57c5990a7b
Binary files /dev/null and b/images/scienceqa/scienceqa-train-07491.png differ
diff --git a/images/scienceqa/scienceqa-train-07500.png b/images/scienceqa/scienceqa-train-07500.png
new file mode 100644
index 0000000000000000000000000000000000000000..27b474dc138572cd8dc3d8bd1a57e91f0ce73d9c
--- /dev/null
+++ b/images/scienceqa/scienceqa-train-07500.png
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:b6d038dcddeb54e63e097f4291912f5ddbdbcd6d264ff85181f84d04c1414e89
+size 267128
diff --git a/images/scienceqa/scienceqa-train-07522.png b/images/scienceqa/scienceqa-train-07522.png
new file mode 100644
index 0000000000000000000000000000000000000000..b5bc0681c89ab1b431253a0b1167e42e0ccd8919
Binary files /dev/null and b/images/scienceqa/scienceqa-train-07522.png differ
diff --git a/images/scienceqa/scienceqa-train-07525.png b/images/scienceqa/scienceqa-train-07525.png
new file mode 100644
index 0000000000000000000000000000000000000000..07ffa0d81cb19d9887d7bea7a0a6612a8118c1b5
Binary files /dev/null and b/images/scienceqa/scienceqa-train-07525.png differ
diff --git a/images/scienceqa/scienceqa-train-07637.png b/images/scienceqa/scienceqa-train-07637.png
new file mode 100644
index 0000000000000000000000000000000000000000..99f7bf29d7990e8794f813b2043aa9b311764c2a
Binary files /dev/null and b/images/scienceqa/scienceqa-train-07637.png differ
diff --git a/images/scienceqa/scienceqa-train-07666.png b/images/scienceqa/scienceqa-train-07666.png
new file mode 100644
index 0000000000000000000000000000000000000000..775795287b7b2456869c89ce28eb64d7403f479e
Binary files /dev/null and b/images/scienceqa/scienceqa-train-07666.png differ
diff --git a/images/scienceqa/scienceqa-train-07713.png b/images/scienceqa/scienceqa-train-07713.png
new file mode 100644
index 0000000000000000000000000000000000000000..b37f7af882cf5b7fd94fb243924865a931c7d5cb
Binary files /dev/null and b/images/scienceqa/scienceqa-train-07713.png differ
diff --git a/images/scienceqa/scienceqa-train-07872.png b/images/scienceqa/scienceqa-train-07872.png
new file mode 100644
index 0000000000000000000000000000000000000000..5c9de761e016ac88804b9eba7f8715813230a383
Binary files /dev/null and b/images/scienceqa/scienceqa-train-07872.png differ
diff --git a/images/scienceqa/scienceqa-train-07986.png b/images/scienceqa/scienceqa-train-07986.png
new file mode 100644
index 0000000000000000000000000000000000000000..f67f93cef25f607ef03dd82597a590f1575d5951
Binary files /dev/null and b/images/scienceqa/scienceqa-train-07986.png differ
diff --git a/images/scienceqa/scienceqa-train-08006.png b/images/scienceqa/scienceqa-train-08006.png
new file mode 100644
index 0000000000000000000000000000000000000000..a24be688072e0d9bcad44aa4d4f658567f04568f
--- /dev/null
+++ b/images/scienceqa/scienceqa-train-08006.png
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:9db97cb8e87ec280f6de7d7ac551fa2ff1480e1922954e2a259c253aa616c604
+size 384949
diff --git a/images/scienceqa/scienceqa-train-08049.png b/images/scienceqa/scienceqa-train-08049.png
new file mode 100644
index 0000000000000000000000000000000000000000..46110bad3467de9e46071073cf0a80a95fe89871
Binary files /dev/null and b/images/scienceqa/scienceqa-train-08049.png differ
diff --git a/images/scienceqa/scienceqa-train-08102.png b/images/scienceqa/scienceqa-train-08102.png
new file mode 100644
index 0000000000000000000000000000000000000000..645a66200565bf172d4c2f5b2e98b3de3e99efce
Binary files /dev/null and b/images/scienceqa/scienceqa-train-08102.png differ
diff --git a/images/scienceqa/scienceqa-train-08177.png b/images/scienceqa/scienceqa-train-08177.png
new file mode 100644
index 0000000000000000000000000000000000000000..419da83cdff66254e14d2e77fad15374a5c69afb
Binary files /dev/null and b/images/scienceqa/scienceqa-train-08177.png differ
diff --git a/images/scienceqa/scienceqa-train-08188.png b/images/scienceqa/scienceqa-train-08188.png
new file mode 100644
index 0000000000000000000000000000000000000000..86ae11043d4876749819f4d5f7e224e7b86b7aa3
Binary files /dev/null and b/images/scienceqa/scienceqa-train-08188.png differ
diff --git a/images/scienceqa/scienceqa-train-08199.png b/images/scienceqa/scienceqa-train-08199.png
new file mode 100644
index 0000000000000000000000000000000000000000..17434c87d4cfbf9a43d69d999d4004f077c5d3e5
Binary files /dev/null and b/images/scienceqa/scienceqa-train-08199.png differ
diff --git a/images/scienceqa/scienceqa-train-08406.png b/images/scienceqa/scienceqa-train-08406.png
new file mode 100644
index 0000000000000000000000000000000000000000..583d98e74eb762249b3f722c3afc87b4f6fccba7
Binary files /dev/null and b/images/scienceqa/scienceqa-train-08406.png differ
diff --git a/images/scienceqa/scienceqa-train-08454.png b/images/scienceqa/scienceqa-train-08454.png
new file mode 100644
index 0000000000000000000000000000000000000000..54e336d4238aa9493945bdeb8ed16a54486a07a1
Binary files /dev/null and b/images/scienceqa/scienceqa-train-08454.png differ
diff --git a/images/scienceqa/scienceqa-train-08496.png b/images/scienceqa/scienceqa-train-08496.png
new file mode 100644
index 0000000000000000000000000000000000000000..8d47c1f410d9aa4a3a698a6b44045a2d769939cb
Binary files /dev/null and b/images/scienceqa/scienceqa-train-08496.png differ
diff --git a/images/scienceqa/scienceqa-train-08497.png b/images/scienceqa/scienceqa-train-08497.png
new file mode 100644
index 0000000000000000000000000000000000000000..ee232cd180a3071a4c6d55d4f85eab5ae876e7e1
Binary files /dev/null and b/images/scienceqa/scienceqa-train-08497.png differ
diff --git a/images/scienceqa/scienceqa-train-08499.png b/images/scienceqa/scienceqa-train-08499.png
new file mode 100644
index 0000000000000000000000000000000000000000..2cdb4533cd525139f4bf3cf3eeb033305f27fa21
Binary files /dev/null and b/images/scienceqa/scienceqa-train-08499.png differ
diff --git a/images/scienceqa/scienceqa-train-08554.png b/images/scienceqa/scienceqa-train-08554.png
new file mode 100644
index 0000000000000000000000000000000000000000..5b5d5cd641022fb160e2310a45a6bc92093fd7c6
Binary files /dev/null and b/images/scienceqa/scienceqa-train-08554.png differ
diff --git a/images/scienceqa/scienceqa-train-08579.png b/images/scienceqa/scienceqa-train-08579.png
new file mode 100644
index 0000000000000000000000000000000000000000..f4f2b9dfcb563972248178a4ceb753e7b1df2ad8
Binary files /dev/null and b/images/scienceqa/scienceqa-train-08579.png differ
diff --git a/images/scienceqa/scienceqa-train-08627.png b/images/scienceqa/scienceqa-train-08627.png
new file mode 100644
index 0000000000000000000000000000000000000000..8d47c1f410d9aa4a3a698a6b44045a2d769939cb
Binary files /dev/null and b/images/scienceqa/scienceqa-train-08627.png differ
diff --git a/images/scienceqa/scienceqa-train-08630.png b/images/scienceqa/scienceqa-train-08630.png
new file mode 100644
index 0000000000000000000000000000000000000000..b463fd06b4616b99eaa117f052366ba9639c45d5
Binary files /dev/null and b/images/scienceqa/scienceqa-train-08630.png differ
diff --git a/images/scienceqa/scienceqa-train-08668.png b/images/scienceqa/scienceqa-train-08668.png
new file mode 100644
index 0000000000000000000000000000000000000000..a24be688072e0d9bcad44aa4d4f658567f04568f
--- /dev/null
+++ b/images/scienceqa/scienceqa-train-08668.png
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:9db97cb8e87ec280f6de7d7ac551fa2ff1480e1922954e2a259c253aa616c604
+size 384949
diff --git a/images/scienceqa/scienceqa-train-08766.png b/images/scienceqa/scienceqa-train-08766.png
new file mode 100644
index 0000000000000000000000000000000000000000..fccf85d53aa5e1ac6d751085cad7717807a4b12a
Binary files /dev/null and b/images/scienceqa/scienceqa-train-08766.png differ
diff --git a/images/scienceqa/scienceqa-train-08803.png b/images/scienceqa/scienceqa-train-08803.png
new file mode 100644
index 0000000000000000000000000000000000000000..5d3fa06c22f6141b35760e9c6a54623dbb99f8a5
Binary files /dev/null and b/images/scienceqa/scienceqa-train-08803.png differ
diff --git a/images/scienceqa/scienceqa-train-08809.png b/images/scienceqa/scienceqa-train-08809.png
new file mode 100644
index 0000000000000000000000000000000000000000..c8a52de8cb9bb53306469119f7e72b3c1a8f008f
Binary files /dev/null and b/images/scienceqa/scienceqa-train-08809.png differ
diff --git a/images/scienceqa/scienceqa-train-08817.png b/images/scienceqa/scienceqa-train-08817.png
new file mode 100644
index 0000000000000000000000000000000000000000..6ca690f7d2eade65bcf3f499063fc1007e236a4c
Binary files /dev/null and b/images/scienceqa/scienceqa-train-08817.png differ
diff --git a/images/scienceqa/scienceqa-train-08910.png b/images/scienceqa/scienceqa-train-08910.png
new file mode 100644
index 0000000000000000000000000000000000000000..5b5d5cd641022fb160e2310a45a6bc92093fd7c6
Binary files /dev/null and b/images/scienceqa/scienceqa-train-08910.png differ
diff --git a/images/scienceqa/scienceqa-train-09042.png b/images/scienceqa/scienceqa-train-09042.png
new file mode 100644
index 0000000000000000000000000000000000000000..0308f55741abde559147f69cb64a4021b9338158
Binary files /dev/null and b/images/scienceqa/scienceqa-train-09042.png differ
diff --git a/images/scienceqa/scienceqa-train-09049.png b/images/scienceqa/scienceqa-train-09049.png
new file mode 100644
index 0000000000000000000000000000000000000000..fccf85d53aa5e1ac6d751085cad7717807a4b12a
Binary files /dev/null and b/images/scienceqa/scienceqa-train-09049.png differ
diff --git a/images/scienceqa/scienceqa-train-09190.png b/images/scienceqa/scienceqa-train-09190.png
new file mode 100644
index 0000000000000000000000000000000000000000..1f4a63ef1e374bbb1c2576da7f27789cf60624ac
Binary files /dev/null and b/images/scienceqa/scienceqa-train-09190.png differ
diff --git a/images/scienceqa/scienceqa-train-09263.png b/images/scienceqa/scienceqa-train-09263.png
new file mode 100644
index 0000000000000000000000000000000000000000..382a4e923bf545a5ff169d63cd23eab615f6db70
Binary files /dev/null and b/images/scienceqa/scienceqa-train-09263.png differ
diff --git a/images/scienceqa/scienceqa-train-09296.png b/images/scienceqa/scienceqa-train-09296.png
new file mode 100644
index 0000000000000000000000000000000000000000..91782963d8867c875ea45ad2be85b721455dcdc9
Binary files /dev/null and b/images/scienceqa/scienceqa-train-09296.png differ
diff --git a/images/scienceqa/scienceqa-train-09343.png b/images/scienceqa/scienceqa-train-09343.png
new file mode 100644
index 0000000000000000000000000000000000000000..4a49c2f1664e29e218fbe5df666f301157a86df3
Binary files /dev/null and b/images/scienceqa/scienceqa-train-09343.png differ
diff --git a/images/scienceqa/scienceqa-train-09600.png b/images/scienceqa/scienceqa-train-09600.png
new file mode 100644
index 0000000000000000000000000000000000000000..cf29026ab441ee1a60552a0a2b29b011446c7f1c
Binary files /dev/null and b/images/scienceqa/scienceqa-train-09600.png differ
diff --git a/images/scienceqa/scienceqa-train-09621.png b/images/scienceqa/scienceqa-train-09621.png
new file mode 100644
index 0000000000000000000000000000000000000000..8c674adc846cdcaabd073eefff74ed6568e7b1d6
Binary files /dev/null and b/images/scienceqa/scienceqa-train-09621.png differ
diff --git a/images/scienceqa/scienceqa-train-09724.png b/images/scienceqa/scienceqa-train-09724.png
new file mode 100644
index 0000000000000000000000000000000000000000..decd163870fa0006a27cf007d08d8213992574c5
Binary files /dev/null and b/images/scienceqa/scienceqa-train-09724.png differ
diff --git a/images/scienceqa/scienceqa-train-10032.png b/images/scienceqa/scienceqa-train-10032.png
new file mode 100644
index 0000000000000000000000000000000000000000..933608c717bb568d563ba45eb4722a85177c0562
Binary files /dev/null and b/images/scienceqa/scienceqa-train-10032.png differ
diff --git a/images/scienceqa/scienceqa-train-10064.png b/images/scienceqa/scienceqa-train-10064.png
new file mode 100644
index 0000000000000000000000000000000000000000..81de14d188e97ae3c622e07529ebc81d7cabaedf
Binary files /dev/null and b/images/scienceqa/scienceqa-train-10064.png differ
diff --git a/images/scienceqa/scienceqa-train-10122.png b/images/scienceqa/scienceqa-train-10122.png
new file mode 100644
index 0000000000000000000000000000000000000000..04cbaf3d69989c31cb6958fac84f55e955db1c46
Binary files /dev/null and b/images/scienceqa/scienceqa-train-10122.png differ
diff --git a/images/scienceqa/scienceqa-train-10299.png b/images/scienceqa/scienceqa-train-10299.png
new file mode 100644
index 0000000000000000000000000000000000000000..a24be688072e0d9bcad44aa4d4f658567f04568f
--- /dev/null
+++ b/images/scienceqa/scienceqa-train-10299.png
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:9db97cb8e87ec280f6de7d7ac551fa2ff1480e1922954e2a259c253aa616c604
+size 384949
diff --git a/images/scienceqa/scienceqa-train-10310.png b/images/scienceqa/scienceqa-train-10310.png
new file mode 100644
index 0000000000000000000000000000000000000000..e7fbfcccc691b5cb96825c5ea021ae5d3a4f5e75
--- /dev/null
+++ b/images/scienceqa/scienceqa-train-10310.png
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:604d72738430bb81dbb7413cd1b78a6cdd056306acc2f0e653066b0e10309035
+size 351253
diff --git a/images/scienceqa/scienceqa-train-10355.png b/images/scienceqa/scienceqa-train-10355.png
new file mode 100644
index 0000000000000000000000000000000000000000..c4b637e7d7062452ff84e2deed0d1236fc4247a8
Binary files /dev/null and b/images/scienceqa/scienceqa-train-10355.png differ
diff --git a/images/scienceqa/scienceqa-train-10485.png b/images/scienceqa/scienceqa-train-10485.png
new file mode 100644
index 0000000000000000000000000000000000000000..5546d66702502beaf85a978ed341765342618c55
Binary files /dev/null and b/images/scienceqa/scienceqa-train-10485.png differ
diff --git a/images/scienceqa/scienceqa-train-10488.png b/images/scienceqa/scienceqa-train-10488.png
new file mode 100644
index 0000000000000000000000000000000000000000..8de4740eef22d9de35cce8b05bc2f2ae2db2af38
Binary files /dev/null and b/images/scienceqa/scienceqa-train-10488.png differ
diff --git a/images/scienceqa/scienceqa-train-11013.png b/images/scienceqa/scienceqa-train-11013.png
new file mode 100644
index 0000000000000000000000000000000000000000..4a49c2f1664e29e218fbe5df666f301157a86df3
Binary files /dev/null and b/images/scienceqa/scienceqa-train-11013.png differ
diff --git a/images/scienceqa/scienceqa-train-11028.png b/images/scienceqa/scienceqa-train-11028.png
new file mode 100644
index 0000000000000000000000000000000000000000..a24be688072e0d9bcad44aa4d4f658567f04568f
--- /dev/null
+++ b/images/scienceqa/scienceqa-train-11028.png
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:9db97cb8e87ec280f6de7d7ac551fa2ff1480e1922954e2a259c253aa616c604
+size 384949
diff --git a/images/scienceqa/scienceqa-train-11045.png b/images/scienceqa/scienceqa-train-11045.png
new file mode 100644
index 0000000000000000000000000000000000000000..317d88e0fa11e9d57e7bc154d6b89f57c5990a7b
Binary files /dev/null and b/images/scienceqa/scienceqa-train-11045.png differ
diff --git a/images/scienceqa/scienceqa-train-11049.png b/images/scienceqa/scienceqa-train-11049.png
new file mode 100644
index 0000000000000000000000000000000000000000..d92d8d051747af73f40100955cac75ab0ed10cfc
Binary files /dev/null and b/images/scienceqa/scienceqa-train-11049.png differ
diff --git a/images/scienceqa/scienceqa-train-11050.png b/images/scienceqa/scienceqa-train-11050.png
new file mode 100644
index 0000000000000000000000000000000000000000..27b474dc138572cd8dc3d8bd1a57e91f0ce73d9c
--- /dev/null
+++ b/images/scienceqa/scienceqa-train-11050.png
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:b6d038dcddeb54e63e097f4291912f5ddbdbcd6d264ff85181f84d04c1414e89
+size 267128
diff --git a/images/scienceqa/scienceqa-train-11069.png b/images/scienceqa/scienceqa-train-11069.png
new file mode 100644
index 0000000000000000000000000000000000000000..30eaf345eaf65e649199cdb60dd51effc90b6954
Binary files /dev/null and b/images/scienceqa/scienceqa-train-11069.png differ
diff --git a/images/scienceqa/scienceqa-train-11139.png b/images/scienceqa/scienceqa-train-11139.png
new file mode 100644
index 0000000000000000000000000000000000000000..e7fbfcccc691b5cb96825c5ea021ae5d3a4f5e75
--- /dev/null
+++ b/images/scienceqa/scienceqa-train-11139.png
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:604d72738430bb81dbb7413cd1b78a6cdd056306acc2f0e653066b0e10309035
+size 351253
diff --git a/images/scienceqa/scienceqa-train-11158.png b/images/scienceqa/scienceqa-train-11158.png
new file mode 100644
index 0000000000000000000000000000000000000000..eb5ee0b8f6ad73118c91c3a630ada162a9ff441c
Binary files /dev/null and b/images/scienceqa/scienceqa-train-11158.png differ
diff --git a/images/scienceqa/scienceqa-train-11174.png b/images/scienceqa/scienceqa-train-11174.png
new file mode 100644
index 0000000000000000000000000000000000000000..e7fbfcccc691b5cb96825c5ea021ae5d3a4f5e75
--- /dev/null
+++ b/images/scienceqa/scienceqa-train-11174.png
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:604d72738430bb81dbb7413cd1b78a6cdd056306acc2f0e653066b0e10309035
+size 351253
diff --git a/images/scienceqa/scienceqa-train-11218.png b/images/scienceqa/scienceqa-train-11218.png
new file mode 100644
index 0000000000000000000000000000000000000000..8de4740eef22d9de35cce8b05bc2f2ae2db2af38
Binary files /dev/null and b/images/scienceqa/scienceqa-train-11218.png differ
diff --git a/images/scienceqa/scienceqa-train-11239.png b/images/scienceqa/scienceqa-train-11239.png
new file mode 100644
index 0000000000000000000000000000000000000000..93225d003f954c0060f6476a6fc8caf2542855d0
Binary files /dev/null and b/images/scienceqa/scienceqa-train-11239.png differ
diff --git a/images/scienceqa/scienceqa-train-11345.png b/images/scienceqa/scienceqa-train-11345.png
new file mode 100644
index 0000000000000000000000000000000000000000..8de4740eef22d9de35cce8b05bc2f2ae2db2af38
Binary files /dev/null and b/images/scienceqa/scienceqa-train-11345.png differ
diff --git a/images/scienceqa/scienceqa-train-11574.png b/images/scienceqa/scienceqa-train-11574.png
new file mode 100644
index 0000000000000000000000000000000000000000..51cadde4cb142ca0e04025cb3dc72b6130531ffe
Binary files /dev/null and b/images/scienceqa/scienceqa-train-11574.png differ
diff --git a/images/scienceqa/scienceqa-train-11651.png b/images/scienceqa/scienceqa-train-11651.png
new file mode 100644
index 0000000000000000000000000000000000000000..644261e9d156c5508e16966e11bc70702081f358
Binary files /dev/null and b/images/scienceqa/scienceqa-train-11651.png differ
diff --git a/images/scienceqa/scienceqa-train-11683.png b/images/scienceqa/scienceqa-train-11683.png
new file mode 100644
index 0000000000000000000000000000000000000000..7aca1f28b6f456fb70db4719fdf20b2df1384dd4
Binary files /dev/null and b/images/scienceqa/scienceqa-train-11683.png differ
diff --git a/images/scienceqa/scienceqa-train-11769.png b/images/scienceqa/scienceqa-train-11769.png
new file mode 100644
index 0000000000000000000000000000000000000000..e7fbfcccc691b5cb96825c5ea021ae5d3a4f5e75
--- /dev/null
+++ b/images/scienceqa/scienceqa-train-11769.png
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:604d72738430bb81dbb7413cd1b78a6cdd056306acc2f0e653066b0e10309035
+size 351253
diff --git a/images/scienceqa/scienceqa-train-11832.png b/images/scienceqa/scienceqa-train-11832.png
new file mode 100644
index 0000000000000000000000000000000000000000..a24be688072e0d9bcad44aa4d4f658567f04568f
--- /dev/null
+++ b/images/scienceqa/scienceqa-train-11832.png
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:9db97cb8e87ec280f6de7d7ac551fa2ff1480e1922954e2a259c253aa616c604
+size 384949
diff --git a/images/scienceqa/scienceqa-train-12024.png b/images/scienceqa/scienceqa-train-12024.png
new file mode 100644
index 0000000000000000000000000000000000000000..475dbba45cc5ae2a1769e89f42c01689679bd75f
Binary files /dev/null and b/images/scienceqa/scienceqa-train-12024.png differ
diff --git a/images/scienceqa/scienceqa-train-12092.png b/images/scienceqa/scienceqa-train-12092.png
new file mode 100644
index 0000000000000000000000000000000000000000..e7fbfcccc691b5cb96825c5ea021ae5d3a4f5e75
--- /dev/null
+++ b/images/scienceqa/scienceqa-train-12092.png
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:604d72738430bb81dbb7413cd1b78a6cdd056306acc2f0e653066b0e10309035
+size 351253
diff --git a/images/scienceqa/scienceqa-train-12124.png b/images/scienceqa/scienceqa-train-12124.png
new file mode 100644
index 0000000000000000000000000000000000000000..a24be688072e0d9bcad44aa4d4f658567f04568f
--- /dev/null
+++ b/images/scienceqa/scienceqa-train-12124.png
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:9db97cb8e87ec280f6de7d7ac551fa2ff1480e1922954e2a259c253aa616c604
+size 384949
diff --git a/images/scienceqa/scienceqa-train-12197.png b/images/scienceqa/scienceqa-train-12197.png
new file mode 100644
index 0000000000000000000000000000000000000000..784cf403af3178faef7c0bb010eb704c4b4bc9de
Binary files /dev/null and b/images/scienceqa/scienceqa-train-12197.png differ
diff --git a/images/scienceqa/scienceqa-train-12239.png b/images/scienceqa/scienceqa-train-12239.png
new file mode 100644
index 0000000000000000000000000000000000000000..8fcb223509f1be20b840844477645874215d753f
Binary files /dev/null and b/images/scienceqa/scienceqa-train-12239.png differ
diff --git a/images/scienceqa/scienceqa-train-12244.png b/images/scienceqa/scienceqa-train-12244.png
new file mode 100644
index 0000000000000000000000000000000000000000..5b5d5cd641022fb160e2310a45a6bc92093fd7c6
Binary files /dev/null and b/images/scienceqa/scienceqa-train-12244.png differ
diff --git a/images/scienceqa/scienceqa-train-12255.png b/images/scienceqa/scienceqa-train-12255.png
new file mode 100644
index 0000000000000000000000000000000000000000..138194343ed4ef122cd41e9204e4dff8cd2b6d76
Binary files /dev/null and b/images/scienceqa/scienceqa-train-12255.png differ
diff --git a/images/scienceqa/scienceqa-train-12346.png b/images/scienceqa/scienceqa-train-12346.png
new file mode 100644
index 0000000000000000000000000000000000000000..dd318670007b84577f573f64c84426733c988d0a
Binary files /dev/null and b/images/scienceqa/scienceqa-train-12346.png differ
diff --git a/images/scienceqa/scienceqa-train-12421.png b/images/scienceqa/scienceqa-train-12421.png
new file mode 100644
index 0000000000000000000000000000000000000000..54e336d4238aa9493945bdeb8ed16a54486a07a1
Binary files /dev/null and b/images/scienceqa/scienceqa-train-12421.png differ
diff --git a/images/scienceqa/scienceqa-train-12444.png b/images/scienceqa/scienceqa-train-12444.png
new file mode 100644
index 0000000000000000000000000000000000000000..fccf85d53aa5e1ac6d751085cad7717807a4b12a
Binary files /dev/null and b/images/scienceqa/scienceqa-train-12444.png differ
diff --git a/images/scienceqa/scienceqa-train-12450.png b/images/scienceqa/scienceqa-train-12450.png
new file mode 100644
index 0000000000000000000000000000000000000000..19a475a6f1461916852862f6469047a616caccda
Binary files /dev/null and b/images/scienceqa/scienceqa-train-12450.png differ
diff --git a/images/scienceqa/scienceqa-train-12509.png b/images/scienceqa/scienceqa-train-12509.png
new file mode 100644
index 0000000000000000000000000000000000000000..cc9d9a37f2f4f176d4b97d09a192b03377f32681
Binary files /dev/null and b/images/scienceqa/scienceqa-train-12509.png differ
diff --git a/images/scienceqa/scienceqa-train-12520.png b/images/scienceqa/scienceqa-train-12520.png
new file mode 100644
index 0000000000000000000000000000000000000000..23e7102d3c968f9b574646d845067890a7d91783
Binary files /dev/null and b/images/scienceqa/scienceqa-train-12520.png differ
diff --git a/images/scienceqa/scienceqa-train-12556.png b/images/scienceqa/scienceqa-train-12556.png
new file mode 100644
index 0000000000000000000000000000000000000000..864a2674bc2d72cca51fcb22ea87c6b88b51591d
Binary files /dev/null and b/images/scienceqa/scienceqa-train-12556.png differ
diff --git a/images/scienceqa/scienceqa-train-12579.png b/images/scienceqa/scienceqa-train-12579.png
new file mode 100644
index 0000000000000000000000000000000000000000..3cb320de10be5dafb91804253d2910f71f4c81b7
Binary files /dev/null and b/images/scienceqa/scienceqa-train-12579.png differ
diff --git a/images/scienceqa/scienceqa-train-12620.png b/images/scienceqa/scienceqa-train-12620.png
new file mode 100644
index 0000000000000000000000000000000000000000..fccf85d53aa5e1ac6d751085cad7717807a4b12a
Binary files /dev/null and b/images/scienceqa/scienceqa-train-12620.png differ
diff --git a/images/scienceqa/scienceqa-train-12624.png b/images/scienceqa/scienceqa-train-12624.png
new file mode 100644
index 0000000000000000000000000000000000000000..7319379ceb1a39d43f49470f428490a3224614bb
Binary files /dev/null and b/images/scienceqa/scienceqa-train-12624.png differ
diff --git a/images/scienceqa/scienceqa-train-12704.png b/images/scienceqa/scienceqa-train-12704.png
new file mode 100644
index 0000000000000000000000000000000000000000..4a49c2f1664e29e218fbe5df666f301157a86df3
Binary files /dev/null and b/images/scienceqa/scienceqa-train-12704.png differ
diff --git a/images/scienceqa/scienceqa-validation-00029.png b/images/scienceqa/scienceqa-validation-00029.png
new file mode 100644
index 0000000000000000000000000000000000000000..cf29026ab441ee1a60552a0a2b29b011446c7f1c
Binary files /dev/null and b/images/scienceqa/scienceqa-validation-00029.png differ
diff --git a/images/scienceqa/scienceqa-validation-00085.png b/images/scienceqa/scienceqa-validation-00085.png
new file mode 100644
index 0000000000000000000000000000000000000000..b37f7af882cf5b7fd94fb243924865a931c7d5cb
Binary files /dev/null and b/images/scienceqa/scienceqa-validation-00085.png differ
diff --git a/images/scienceqa/scienceqa-validation-00100.png b/images/scienceqa/scienceqa-validation-00100.png
new file mode 100644
index 0000000000000000000000000000000000000000..5b5d5cd641022fb160e2310a45a6bc92093fd7c6
Binary files /dev/null and b/images/scienceqa/scienceqa-validation-00100.png differ
diff --git a/images/scienceqa/scienceqa-validation-00109.png b/images/scienceqa/scienceqa-validation-00109.png
new file mode 100644
index 0000000000000000000000000000000000000000..17434c87d4cfbf9a43d69d999d4004f077c5d3e5
Binary files /dev/null and b/images/scienceqa/scienceqa-validation-00109.png differ
diff --git a/images/scienceqa/scienceqa-validation-00207.png b/images/scienceqa/scienceqa-validation-00207.png
new file mode 100644
index 0000000000000000000000000000000000000000..ec81d2c2f2058c7d8692fe4e2786a93f359a4154
Binary files /dev/null and b/images/scienceqa/scienceqa-validation-00207.png differ
diff --git a/images/scienceqa/scienceqa-validation-00360.png b/images/scienceqa/scienceqa-validation-00360.png
new file mode 100644
index 0000000000000000000000000000000000000000..f948ae1e10909a466f71d4b3373eb0518502e2f7
Binary files /dev/null and b/images/scienceqa/scienceqa-validation-00360.png differ
diff --git a/images/scienceqa/scienceqa-validation-00454.png b/images/scienceqa/scienceqa-validation-00454.png
new file mode 100644
index 0000000000000000000000000000000000000000..e46603fac9beef96fee2677866a2da0e1d2f215b
Binary files /dev/null and b/images/scienceqa/scienceqa-validation-00454.png differ
diff --git a/images/scienceqa/scienceqa-validation-00480.png b/images/scienceqa/scienceqa-validation-00480.png
new file mode 100644
index 0000000000000000000000000000000000000000..eeaaced302d801bb2ceb3d9ee35b61c4ed21247c
Binary files /dev/null and b/images/scienceqa/scienceqa-validation-00480.png differ
diff --git a/images/scienceqa/scienceqa-validation-00545.png b/images/scienceqa/scienceqa-validation-00545.png
new file mode 100644
index 0000000000000000000000000000000000000000..e7fbfcccc691b5cb96825c5ea021ae5d3a4f5e75
--- /dev/null
+++ b/images/scienceqa/scienceqa-validation-00545.png
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:604d72738430bb81dbb7413cd1b78a6cdd056306acc2f0e653066b0e10309035
+size 351253
diff --git a/images/scienceqa/scienceqa-validation-00555.png b/images/scienceqa/scienceqa-validation-00555.png
new file mode 100644
index 0000000000000000000000000000000000000000..a24be688072e0d9bcad44aa4d4f658567f04568f
--- /dev/null
+++ b/images/scienceqa/scienceqa-validation-00555.png
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:9db97cb8e87ec280f6de7d7ac551fa2ff1480e1922954e2a259c253aa616c604
+size 384949
diff --git a/images/scienceqa/scienceqa-validation-00585.png b/images/scienceqa/scienceqa-validation-00585.png
new file mode 100644
index 0000000000000000000000000000000000000000..8de4740eef22d9de35cce8b05bc2f2ae2db2af38
Binary files /dev/null and b/images/scienceqa/scienceqa-validation-00585.png differ
diff --git a/images/scienceqa/scienceqa-validation-00605.png b/images/scienceqa/scienceqa-validation-00605.png
new file mode 100644
index 0000000000000000000000000000000000000000..8fdaeeabab61ac296250963757584dcc459d01a7
Binary files /dev/null and b/images/scienceqa/scienceqa-validation-00605.png differ
diff --git a/images/scienceqa/scienceqa-validation-00761.png b/images/scienceqa/scienceqa-validation-00761.png
new file mode 100644
index 0000000000000000000000000000000000000000..fe6fb9b7d9a5aa9c20271060bf43b9d319cbd716
Binary files /dev/null and b/images/scienceqa/scienceqa-validation-00761.png differ
diff --git a/images/scienceqa/scienceqa-validation-00861.png b/images/scienceqa/scienceqa-validation-00861.png
new file mode 100644
index 0000000000000000000000000000000000000000..bebc69ce25e57a0c9cbb3eb0a869f715e30fb309
Binary files /dev/null and b/images/scienceqa/scienceqa-validation-00861.png differ
diff --git a/images/scienceqa/scienceqa-validation-01004.png b/images/scienceqa/scienceqa-validation-01004.png
new file mode 100644
index 0000000000000000000000000000000000000000..207b855e3456f9370cdb214362602b3d2cb8a3ac
Binary files /dev/null and b/images/scienceqa/scienceqa-validation-01004.png differ
diff --git a/images/scienceqa/scienceqa-validation-01021.png b/images/scienceqa/scienceqa-validation-01021.png
new file mode 100644
index 0000000000000000000000000000000000000000..8acb63ac6870f51c2ecd226f0223fe65482c9668
Binary files /dev/null and b/images/scienceqa/scienceqa-validation-01021.png differ
diff --git a/images/scienceqa/scienceqa-validation-01028.png b/images/scienceqa/scienceqa-validation-01028.png
new file mode 100644
index 0000000000000000000000000000000000000000..27b474dc138572cd8dc3d8bd1a57e91f0ce73d9c
--- /dev/null
+++ b/images/scienceqa/scienceqa-validation-01028.png
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:b6d038dcddeb54e63e097f4291912f5ddbdbcd6d264ff85181f84d04c1414e89
+size 267128
diff --git a/images/scienceqa/scienceqa-validation-01128.png b/images/scienceqa/scienceqa-validation-01128.png
new file mode 100644
index 0000000000000000000000000000000000000000..8de4740eef22d9de35cce8b05bc2f2ae2db2af38
Binary files /dev/null and b/images/scienceqa/scienceqa-validation-01128.png differ
diff --git a/images/scienceqa/scienceqa-validation-01181.png b/images/scienceqa/scienceqa-validation-01181.png
new file mode 100644
index 0000000000000000000000000000000000000000..cd9518d512d3d08e1722c80fe35fcc6ce08e693f
Binary files /dev/null and b/images/scienceqa/scienceqa-validation-01181.png differ
diff --git a/images/scienceqa/scienceqa-validation-01231.png b/images/scienceqa/scienceqa-validation-01231.png
new file mode 100644
index 0000000000000000000000000000000000000000..e7655cce9281e2d9d83f6876d97379c9e6e021a0
Binary files /dev/null and b/images/scienceqa/scienceqa-validation-01231.png differ
diff --git a/images/scienceqa/scienceqa-validation-01237.png b/images/scienceqa/scienceqa-validation-01237.png
new file mode 100644
index 0000000000000000000000000000000000000000..7319379ceb1a39d43f49470f428490a3224614bb
Binary files /dev/null and b/images/scienceqa/scienceqa-validation-01237.png differ
diff --git a/images/scienceqa/scienceqa-validation-01280.png b/images/scienceqa/scienceqa-validation-01280.png
new file mode 100644
index 0000000000000000000000000000000000000000..253f6997282acf7cce23ed1c8bc4193af26e8235
Binary files /dev/null and b/images/scienceqa/scienceqa-validation-01280.png differ
diff --git a/images/scienceqa/scienceqa-validation-01305.png b/images/scienceqa/scienceqa-validation-01305.png
new file mode 100644
index 0000000000000000000000000000000000000000..4f88a8846c3d4e3445a1f5b39d44006649fc6fc4
Binary files /dev/null and b/images/scienceqa/scienceqa-validation-01305.png differ
diff --git a/images/scienceqa/scienceqa-validation-01338.png b/images/scienceqa/scienceqa-validation-01338.png
new file mode 100644
index 0000000000000000000000000000000000000000..0308f55741abde559147f69cb64a4021b9338158
Binary files /dev/null and b/images/scienceqa/scienceqa-validation-01338.png differ
diff --git a/images/scienceqa/scienceqa-validation-01340.png b/images/scienceqa/scienceqa-validation-01340.png
new file mode 100644
index 0000000000000000000000000000000000000000..e7fbfcccc691b5cb96825c5ea021ae5d3a4f5e75
--- /dev/null
+++ b/images/scienceqa/scienceqa-validation-01340.png
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:604d72738430bb81dbb7413cd1b78a6cdd056306acc2f0e653066b0e10309035
+size 351253
diff --git a/images/scienceqa/scienceqa-validation-01354.png b/images/scienceqa/scienceqa-validation-01354.png
new file mode 100644
index 0000000000000000000000000000000000000000..eb5ee0b8f6ad73118c91c3a630ada162a9ff441c
Binary files /dev/null and b/images/scienceqa/scienceqa-validation-01354.png differ
diff --git a/images/scienceqa/scienceqa-validation-01398.png b/images/scienceqa/scienceqa-validation-01398.png
new file mode 100644
index 0000000000000000000000000000000000000000..75a9b1deb874fb08aa6a37728872f9c9ad76fcb3
Binary files /dev/null and b/images/scienceqa/scienceqa-validation-01398.png differ
diff --git a/images/scienceqa/scienceqa-validation-01450.png b/images/scienceqa/scienceqa-validation-01450.png
new file mode 100644
index 0000000000000000000000000000000000000000..b9aa8b84791d5a4ae95a05a46cf18f642ae559d1
Binary files /dev/null and b/images/scienceqa/scienceqa-validation-01450.png differ
diff --git a/images/scienceqa/scienceqa-validation-01482.png b/images/scienceqa/scienceqa-validation-01482.png
new file mode 100644
index 0000000000000000000000000000000000000000..8f416635db3be8955c026e571940573bb2a29e29
Binary files /dev/null and b/images/scienceqa/scienceqa-validation-01482.png differ
diff --git a/images/scienceqa/scienceqa-validation-01487.png b/images/scienceqa/scienceqa-validation-01487.png
new file mode 100644
index 0000000000000000000000000000000000000000..a24be688072e0d9bcad44aa4d4f658567f04568f
--- /dev/null
+++ b/images/scienceqa/scienceqa-validation-01487.png
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:9db97cb8e87ec280f6de7d7ac551fa2ff1480e1922954e2a259c253aa616c604
+size 384949
diff --git a/images/scienceqa/scienceqa-validation-01602.png b/images/scienceqa/scienceqa-validation-01602.png
new file mode 100644
index 0000000000000000000000000000000000000000..e7fbfcccc691b5cb96825c5ea021ae5d3a4f5e75
--- /dev/null
+++ b/images/scienceqa/scienceqa-validation-01602.png
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:604d72738430bb81dbb7413cd1b78a6cdd056306acc2f0e653066b0e10309035
+size 351253
diff --git a/images/scienceqa/scienceqa-validation-01725.png b/images/scienceqa/scienceqa-validation-01725.png
new file mode 100644
index 0000000000000000000000000000000000000000..6cdd1aec4a0e8d90cede822046ae28f7d0ccaa0f
Binary files /dev/null and b/images/scienceqa/scienceqa-validation-01725.png differ
diff --git a/images/scienceqa/scienceqa-validation-01733.png b/images/scienceqa/scienceqa-validation-01733.png
new file mode 100644
index 0000000000000000000000000000000000000000..99f7bf29d7990e8794f813b2043aa9b311764c2a
Binary files /dev/null and b/images/scienceqa/scienceqa-validation-01733.png differ
diff --git a/images/scienceqa/scienceqa-validation-01748.png b/images/scienceqa/scienceqa-validation-01748.png
new file mode 100644
index 0000000000000000000000000000000000000000..ad003c34fac9108ff083ea48978e38f138af83ac
Binary files /dev/null and b/images/scienceqa/scienceqa-validation-01748.png differ
diff --git a/images/scienceqa/scienceqa-validation-01786.png b/images/scienceqa/scienceqa-validation-01786.png
new file mode 100644
index 0000000000000000000000000000000000000000..3b14f752f8d35aba0c3d8f9967add737ef1d17f1
Binary files /dev/null and b/images/scienceqa/scienceqa-validation-01786.png differ
diff --git a/images/scienceqa/scienceqa-validation-01854.png b/images/scienceqa/scienceqa-validation-01854.png
new file mode 100644
index 0000000000000000000000000000000000000000..9b76b2d159e067d9e1e694080553f0640cccec20
Binary files /dev/null and b/images/scienceqa/scienceqa-validation-01854.png differ
diff --git a/images/scienceqa/scienceqa-validation-01930.png b/images/scienceqa/scienceqa-validation-01930.png
new file mode 100644
index 0000000000000000000000000000000000000000..a24be688072e0d9bcad44aa4d4f658567f04568f
--- /dev/null
+++ b/images/scienceqa/scienceqa-validation-01930.png
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:9db97cb8e87ec280f6de7d7ac551fa2ff1480e1922954e2a259c253aa616c604
+size 384949
diff --git a/images/scienceqa/scienceqa-validation-02001.png b/images/scienceqa/scienceqa-validation-02001.png
new file mode 100644
index 0000000000000000000000000000000000000000..4f88a8846c3d4e3445a1f5b39d44006649fc6fc4
Binary files /dev/null and b/images/scienceqa/scienceqa-validation-02001.png differ
diff --git a/images/scienceqa/scienceqa-validation-02010.png b/images/scienceqa/scienceqa-validation-02010.png
new file mode 100644
index 0000000000000000000000000000000000000000..2beaa5b61a43e351432e584ed1e47dbc5320e6d8
Binary files /dev/null and b/images/scienceqa/scienceqa-validation-02010.png differ
diff --git a/images/scienceqa/scienceqa-validation-02044.png b/images/scienceqa/scienceqa-validation-02044.png
new file mode 100644
index 0000000000000000000000000000000000000000..a24be688072e0d9bcad44aa4d4f658567f04568f
--- /dev/null
+++ b/images/scienceqa/scienceqa-validation-02044.png
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:9db97cb8e87ec280f6de7d7ac551fa2ff1480e1922954e2a259c253aa616c604
+size 384949
diff --git a/images/scienceqa/scienceqa-validation-02051.png b/images/scienceqa/scienceqa-validation-02051.png
new file mode 100644
index 0000000000000000000000000000000000000000..2beaa5b61a43e351432e584ed1e47dbc5320e6d8
Binary files /dev/null and b/images/scienceqa/scienceqa-validation-02051.png differ
diff --git a/images/scienceqa/scienceqa-validation-02077.png b/images/scienceqa/scienceqa-validation-02077.png
new file mode 100644
index 0000000000000000000000000000000000000000..bebc69ce25e57a0c9cbb3eb0a869f715e30fb309
Binary files /dev/null and b/images/scienceqa/scienceqa-validation-02077.png differ
diff --git a/images/scienceqa/scienceqa-validation-02180.png b/images/scienceqa/scienceqa-validation-02180.png
new file mode 100644
index 0000000000000000000000000000000000000000..81de14d188e97ae3c622e07529ebc81d7cabaedf
Binary files /dev/null and b/images/scienceqa/scienceqa-validation-02180.png differ
diff --git a/images/scienceqa/scienceqa-validation-02203.png b/images/scienceqa/scienceqa-validation-02203.png
new file mode 100644
index 0000000000000000000000000000000000000000..a24be688072e0d9bcad44aa4d4f658567f04568f
--- /dev/null
+++ b/images/scienceqa/scienceqa-validation-02203.png
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:9db97cb8e87ec280f6de7d7ac551fa2ff1480e1922954e2a259c253aa616c604
+size 384949
diff --git a/images/scienceqa/scienceqa-validation-02248.png b/images/scienceqa/scienceqa-validation-02248.png
new file mode 100644
index 0000000000000000000000000000000000000000..a79712541e6c710ad70d040cfe19fc4473071de7
Binary files /dev/null and b/images/scienceqa/scienceqa-validation-02248.png differ
diff --git a/images/scienceqa/scienceqa-validation-02310.png b/images/scienceqa/scienceqa-validation-02310.png
new file mode 100644
index 0000000000000000000000000000000000000000..1764670dab3e6e009005719bef186b0ded0b349a
Binary files /dev/null and b/images/scienceqa/scienceqa-validation-02310.png differ
diff --git a/images/scienceqa/scienceqa-validation-02381.png b/images/scienceqa/scienceqa-validation-02381.png
new file mode 100644
index 0000000000000000000000000000000000000000..a24be688072e0d9bcad44aa4d4f658567f04568f
--- /dev/null
+++ b/images/scienceqa/scienceqa-validation-02381.png
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:9db97cb8e87ec280f6de7d7ac551fa2ff1480e1922954e2a259c253aa616c604
+size 384949
diff --git a/images/scienceqa/scienceqa-validation-02527.png b/images/scienceqa/scienceqa-validation-02527.png
new file mode 100644
index 0000000000000000000000000000000000000000..75a9b1deb874fb08aa6a37728872f9c9ad76fcb3
Binary files /dev/null and b/images/scienceqa/scienceqa-validation-02527.png differ
diff --git a/images/scienceqa/scienceqa-validation-02568.png b/images/scienceqa/scienceqa-validation-02568.png
new file mode 100644
index 0000000000000000000000000000000000000000..508d2dcf41527a54d593705aec8890b4601fc925
Binary files /dev/null and b/images/scienceqa/scienceqa-validation-02568.png differ
diff --git a/images/scienceqa/scienceqa-validation-02619.png b/images/scienceqa/scienceqa-validation-02619.png
new file mode 100644
index 0000000000000000000000000000000000000000..68144072b36fcf35326d3c1072426b8dc20c079b
Binary files /dev/null and b/images/scienceqa/scienceqa-validation-02619.png differ
diff --git a/images/scienceqa/scienceqa-validation-02742.png b/images/scienceqa/scienceqa-validation-02742.png
new file mode 100644
index 0000000000000000000000000000000000000000..a57c7ee46460732c8b337c2249d58b79e721bd42
Binary files /dev/null and b/images/scienceqa/scienceqa-validation-02742.png differ
diff --git a/images/scienceqa/scienceqa-validation-02834.png b/images/scienceqa/scienceqa-validation-02834.png
new file mode 100644
index 0000000000000000000000000000000000000000..88bece33d8a82336cbf984d512a553d57c085db2
Binary files /dev/null and b/images/scienceqa/scienceqa-validation-02834.png differ
diff --git a/images/scienceqa/scienceqa-validation-02845.png b/images/scienceqa/scienceqa-validation-02845.png
new file mode 100644
index 0000000000000000000000000000000000000000..3cb320de10be5dafb91804253d2910f71f4c81b7
Binary files /dev/null and b/images/scienceqa/scienceqa-validation-02845.png differ
diff --git a/images/scienceqa/scienceqa-validation-02846.png b/images/scienceqa/scienceqa-validation-02846.png
new file mode 100644
index 0000000000000000000000000000000000000000..b77a8af159d5cc670ce94c2d388fa5a80b357474
Binary files /dev/null and b/images/scienceqa/scienceqa-validation-02846.png differ
diff --git a/images/scienceqa/scienceqa-validation-03046.png b/images/scienceqa/scienceqa-validation-03046.png
new file mode 100644
index 0000000000000000000000000000000000000000..5e32c96e2fea97d0abbfb6d8e535d34fb8787998
Binary files /dev/null and b/images/scienceqa/scienceqa-validation-03046.png differ
diff --git a/images/scienceqa/scienceqa-validation-03057.png b/images/scienceqa/scienceqa-validation-03057.png
new file mode 100644
index 0000000000000000000000000000000000000000..110bcc2cd44b3bd3e91cca7b0572a2ceab57895e
Binary files /dev/null and b/images/scienceqa/scienceqa-validation-03057.png differ
diff --git a/images/scienceqa/scienceqa-validation-03124.png b/images/scienceqa/scienceqa-validation-03124.png
new file mode 100644
index 0000000000000000000000000000000000000000..5ee5923a8a39a69c960b779ee0915ccd48ab712d
Binary files /dev/null and b/images/scienceqa/scienceqa-validation-03124.png differ
diff --git a/images/scienceqa/scienceqa-validation-03138.png b/images/scienceqa/scienceqa-validation-03138.png
new file mode 100644
index 0000000000000000000000000000000000000000..4a49c2f1664e29e218fbe5df666f301157a86df3
Binary files /dev/null and b/images/scienceqa/scienceqa-validation-03138.png differ
diff --git a/images/scienceqa/scienceqa-validation-03217.png b/images/scienceqa/scienceqa-validation-03217.png
new file mode 100644
index 0000000000000000000000000000000000000000..7a61df15394bb2db5f387118904dc925833eb3b7
Binary files /dev/null and b/images/scienceqa/scienceqa-validation-03217.png differ
diff --git a/images/scienceqa/scienceqa-validation-03267.png b/images/scienceqa/scienceqa-validation-03267.png
new file mode 100644
index 0000000000000000000000000000000000000000..93065a194280dc2f847e9a868adeab31cd6a3fa1
Binary files /dev/null and b/images/scienceqa/scienceqa-validation-03267.png differ
diff --git a/images/scienceqa/scienceqa-validation-03289.png b/images/scienceqa/scienceqa-validation-03289.png
new file mode 100644
index 0000000000000000000000000000000000000000..81de14d188e97ae3c622e07529ebc81d7cabaedf
Binary files /dev/null and b/images/scienceqa/scienceqa-validation-03289.png differ
diff --git a/images/scienceqa/scienceqa-validation-03392.png b/images/scienceqa/scienceqa-validation-03392.png
new file mode 100644
index 0000000000000000000000000000000000000000..88bece33d8a82336cbf984d512a553d57c085db2
Binary files /dev/null and b/images/scienceqa/scienceqa-validation-03392.png differ
diff --git a/images/scienceqa/scienceqa-validation-03426.png b/images/scienceqa/scienceqa-validation-03426.png
new file mode 100644
index 0000000000000000000000000000000000000000..e0ffe096209754863b3d5b5ea721fa653c87a3f5
Binary files /dev/null and b/images/scienceqa/scienceqa-validation-03426.png differ
diff --git a/images/scienceqa/scienceqa-validation-03452.png b/images/scienceqa/scienceqa-validation-03452.png
new file mode 100644
index 0000000000000000000000000000000000000000..bf2b887f06b08bccd11cb396b0e205d1a35257a3
Binary files /dev/null and b/images/scienceqa/scienceqa-validation-03452.png differ
diff --git a/images/scienceqa/scienceqa-validation-03458.png b/images/scienceqa/scienceqa-validation-03458.png
new file mode 100644
index 0000000000000000000000000000000000000000..fccf85d53aa5e1ac6d751085cad7717807a4b12a
Binary files /dev/null and b/images/scienceqa/scienceqa-validation-03458.png differ
diff --git a/images/scienceqa/scienceqa-validation-03518.png b/images/scienceqa/scienceqa-validation-03518.png
new file mode 100644
index 0000000000000000000000000000000000000000..8c674adc846cdcaabd073eefff74ed6568e7b1d6
Binary files /dev/null and b/images/scienceqa/scienceqa-validation-03518.png differ
diff --git a/images/scienceqa/scienceqa-validation-03536.png b/images/scienceqa/scienceqa-validation-03536.png
new file mode 100644
index 0000000000000000000000000000000000000000..a4155a8cba838d36950a57662f56fc944399f02f
Binary files /dev/null and b/images/scienceqa/scienceqa-validation-03536.png differ
diff --git a/images/scienceqa/scienceqa-validation-03744.png b/images/scienceqa/scienceqa-validation-03744.png
new file mode 100644
index 0000000000000000000000000000000000000000..99f7bf29d7990e8794f813b2043aa9b311764c2a
Binary files /dev/null and b/images/scienceqa/scienceqa-validation-03744.png differ
diff --git a/images/scienceqa/scienceqa-validation-03814.png b/images/scienceqa/scienceqa-validation-03814.png
new file mode 100644
index 0000000000000000000000000000000000000000..381579a428e037a778fbc2d2488a963130b180aa
Binary files /dev/null and b/images/scienceqa/scienceqa-validation-03814.png differ
diff --git a/images/scienceqa/scienceqa-validation-03828.png b/images/scienceqa/scienceqa-validation-03828.png
new file mode 100644
index 0000000000000000000000000000000000000000..5d3fa06c22f6141b35760e9c6a54623dbb99f8a5
Binary files /dev/null and b/images/scienceqa/scienceqa-validation-03828.png differ
diff --git a/images/scienceqa/scienceqa-validation-03852.png b/images/scienceqa/scienceqa-validation-03852.png
new file mode 100644
index 0000000000000000000000000000000000000000..cf29026ab441ee1a60552a0a2b29b011446c7f1c
Binary files /dev/null and b/images/scienceqa/scienceqa-validation-03852.png differ
diff --git a/images/scienceqa/scienceqa-validation-03959.png b/images/scienceqa/scienceqa-validation-03959.png
new file mode 100644
index 0000000000000000000000000000000000000000..fd0cf11d0eda9a215970c25bdf1af937175be9f3
Binary files /dev/null and b/images/scienceqa/scienceqa-validation-03959.png differ
diff --git a/images/scienceqa/scienceqa-validation-04004.png b/images/scienceqa/scienceqa-validation-04004.png
new file mode 100644
index 0000000000000000000000000000000000000000..d4a1f26ab7d79135937cee7983ec18f522baa0de
Binary files /dev/null and b/images/scienceqa/scienceqa-validation-04004.png differ
diff --git a/images/scienceqa/scienceqa-validation-04022.png b/images/scienceqa/scienceqa-validation-04022.png
new file mode 100644
index 0000000000000000000000000000000000000000..317d88e0fa11e9d57e7bc154d6b89f57c5990a7b
Binary files /dev/null and b/images/scienceqa/scienceqa-validation-04022.png differ
diff --git a/scripts/__pycache__/build_general_science_release.cpython-310.pyc b/scripts/__pycache__/build_general_science_release.cpython-310.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..fb2e27bed075d4d514c90f1b40b7807ec8be366e
Binary files /dev/null and b/scripts/__pycache__/build_general_science_release.cpython-310.pyc differ
diff --git a/scripts/__pycache__/validate_general_science_release.cpython-310.pyc b/scripts/__pycache__/validate_general_science_release.cpython-310.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..c5c9666eee15728c16bc565d207a9900420ec3b2
Binary files /dev/null and b/scripts/__pycache__/validate_general_science_release.cpython-310.pyc differ
diff --git a/scripts/build_general_science_release.py b/scripts/build_general_science_release.py
new file mode 100644
index 0000000000000000000000000000000000000000..1c60070703f5c042e7756c88ff42cf3247f8d67f
--- /dev/null
+++ b/scripts/build_general_science_release.py
@@ -0,0 +1,779 @@
+#!/usr/bin/env python3
+"""Build the general science QA release before upload.
+
+The script reads local parquet snapshots only. It creates train/test JSONL
+files, exports ScienceQA images, computes release statistics, and writes a
+dataset card.
+"""
+
+from __future__ import annotations
+
+import hashlib
+import json
+import random
+import re
+import sys
+from collections import Counter, defaultdict
+from dataclasses import dataclass
+from datetime import datetime, timezone
+from pathlib import Path
+from typing import Any, Callable
+
+try:
+    import pyarrow.parquet as pq
+except ImportError as exc:
+    raise SystemExit("pyarrow is required. Run with: conda run -n memory python ...") from exc
+
+
+RELEASE_DIR = Path(__file__).resolve().parents[1]
+DATA_ROOT = RELEASE_DIR.parent
+IMAGE_DIR = RELEASE_DIR / "images" / "scienceqa"
+TRAIN_PATH = RELEASE_DIR / "train.jsonl"
+TEST_PATH = RELEASE_DIR / "test.jsonl"
+STATS_PATH = RELEASE_DIR / "stats.json"
+CARD_PATH = RELEASE_DIR / "general_science_card.md"
+README_PATH = RELEASE_DIR / "README.md"
+
+SEED = 42
+TASK_TYPE = "multiple_choice_science_qa"
+
+SOURCE_LICENSES = {
+    "allenai/sciq": {
+        "license": "CC BY-NC 3.0",
+        "license_id": "cc-by-nc-3.0",
+        "license_source": "local Hugging Face dataset card: sciq/README.md",
+        "url": "https://huggingface.co/datasets/allenai/sciq",
+    },
+    "allenai/ai2_arc": {
+        "license": "CC BY-SA 4.0",
+        "license_id": "cc-by-sa-4.0",
+        "license_source": "local Hugging Face dataset card: ai2_arc/README.md",
+        "url": "https://huggingface.co/datasets/allenai/ai2_arc",
+    },
+    "derek-thomas/ScienceQA": {
+        "license": "TBD: not available in local snapshot",
+        "license_id": "unknown-local-snapshot",
+        "license_source": "local parquet snapshot does not include README/license metadata; verify upstream before public upload",
+        "url": "https://huggingface.co/datasets/derek-thomas/ScienceQA",
+    },
+}
+
+
+@dataclass(frozen=True)
+class SourceFile:
+    display_name: str
+    dataset: str
+    subset: str | None
+    source_split: str
+    final_split: str
+    path: Path
+    converter: Callable[[dict[str, Any], int, "SourceFile"], dict[str, Any] | None]
+
+
+def read_rows(path: Path) -> list[dict[str, Any]]:
+    if not path.exists():
+        raise FileNotFoundError(f"Required parquet file not found: {path}")
+    return pq.read_table(path).to_pylist()
+
+
+def find_single_parquet(pattern: str) -> Path:
+    matches = sorted(DATA_ROOT.glob(pattern))
+    if len(matches) != 1:
+        found = ", ".join(str(path.relative_to(DATA_ROOT)) for path in matches) or "none"
+        raise FileNotFoundError(f"Expected exactly one parquet for {pattern}; found {found}")
+    return matches[0]
+
+
+def clean_text(value: Any) -> str | None:
+    if value is None:
+        return None
+    text = str(value).strip()
+    return text or None
+
+
+def normalize_for_key(value: Any) -> str:
+    text = clean_text(value) or ""
+    text = text.lower()
+    text = re.sub(r"\s+", " ", text)
+    text = re.sub(r"[^\w\s]+", "", text)
+    return text.strip()
+
+
+def generated_label(index: int) -> str:
+    label = ""
+    index += 1
+    while index:
+        index, remainder = divmod(index - 1, 26)
+        label = chr(ord("A") + remainder) + label
+    return label
+
+
+def stable_rng(key: str) -> random.Random:
+    digest = hashlib.sha256(f"{SEED}:{key}".encode("utf-8")).hexdigest()
+    return random.Random(int(digest[:16], 16))
+
+
+def sanitize_id(value: str) -> str:
+    return re.sub(r"[^A-Za-z0-9_.:-]+", "-", value).strip("-")
+
+
+def detect_image_format(image_bytes: bytes) -> tuple[str, str]:
+    if image_bytes.startswith(b"\x89PNG\r\n\x1a\n"):
+        return "png", "image/png"
+    if image_bytes.startswith(b"\xff\xd8\xff"):
+        return "jpg", "image/jpeg"
+    if image_bytes.startswith(b"GIF87a") or image_bytes.startswith(b"GIF89a"):
+        return "gif", "image/gif"
+    if image_bytes.startswith(b"RIFF") and image_bytes[8:12] == b"WEBP":
+        return "webp", "image/webp"
+    return "bin", "application/octet-stream"
+
+
+def extract_image_payload(row: dict[str, Any]) -> dict[str, Any] | None:
+    image = row.get("image")
+    if not isinstance(image, dict):
+        return None
+
+    image_bytes = image.get("bytes")
+    original_path = clean_text(image.get("path"))
+    if isinstance(image_bytes, bytes) and image_bytes:
+        extension, mime_type = detect_image_format(image_bytes)
+        return {
+            "bytes": image_bytes,
+            "extension": extension,
+            "mime_type": mime_type,
+            "original_path": original_path,
+        }
+    if original_path:
+        return {
+            "bytes": None,
+            "extension": None,
+            "mime_type": None,
+            "original_path": original_path,
+        }
+    return None
+
+
+def materialize_image(example_id: str, payload: dict[str, Any] | None) -> dict[str, Any] | None:
+    if payload is None:
+        return None
+
+    image_bytes = payload.get("bytes")
+    if isinstance(image_bytes, bytes) and image_bytes:
+        IMAGE_DIR.mkdir(parents=True, exist_ok=True)
+        extension = payload["extension"]
+        image_path = IMAGE_DIR / f"{example_id}.{extension}"
+        image_path.write_bytes(image_bytes)
+        return {
+            "path": str(image_path.relative_to(RELEASE_DIR)),
+            "mime_type": payload["mime_type"],
+        }
+
+    original_path = payload.get("original_path")
+    if original_path:
+        return {"path": original_path, "mime_type": payload.get("mime_type")}
+    return None
+
+
+def combine_support(*parts: Any) -> str | None:
+    cleaned = [text for text in (clean_text(part) for part in parts) if text]
+    return "\n\n".join(cleaned) if cleaned else None
+
+
+def make_dedup_key(question: str, choices: list[dict[str, Any]], answer_text: str) -> str:
+    choice_texts = sorted(normalize_for_key(choice["text"]) for choice in choices)
+    return " || ".join([normalize_for_key(question), *choice_texts, normalize_for_key(answer_text)])
+
+
+def shuffle_and_relabel(raw_choices: list[dict[str, Any]], example_id: str) -> tuple[list[dict[str, str]], str | None]:
+    choices = list(raw_choices)
+    stable_rng(example_id).shuffle(choices)
+
+    output_choices: list[dict[str, str]] = []
+    answer_label = None
+    for index, choice in enumerate(choices):
+        label = generated_label(index)
+        output_choices.append({"label": label, "text": choice["text"]})
+        if choice.get("is_correct"):
+            answer_label = label
+    return output_choices, answer_label
+
+
+def build_example(item: dict[str, Any]) -> dict[str, Any]:
+    choices, answer_label = shuffle_and_relabel(item["raw_choices"], item["id"])
+    image = materialize_image(item["id"], item.get("image_payload"))
+    modality = "image_text" if image else "text"
+
+    example = {
+        "id": item["id"],
+        "dataset": item["dataset"],
+        "subset": item["subset"],
+        "split": item["split"],
+        "task_type": TASK_TYPE,
+        "modality": modality,
+        "question": item["question"],
+        "image": image,
+        "choices": choices,
+        "answer_label": answer_label,
+        "answer_text": item["answer_text"],
+        "support": item["support"],
+        "source_meta": item["source_meta"],
+    }
+    validate_example(example)
+    return example
+
+
+def validate_example(example: dict[str, Any]) -> None:
+    required = [
+        "id",
+        "dataset",
+        "split",
+        "task_type",
+        "modality",
+        "question",
+        "image",
+        "choices",
+        "answer_label",
+        "answer_text",
+        "source_meta",
+    ]
+    missing = [field for field in required if field not in example]
+    if missing:
+        raise ValueError(f"{example.get('id')} missing fields: {missing}")
+    if not example["question"] or not example["answer_label"] or not example["answer_text"]:
+        raise ValueError(f"{example['id']} has empty question or answer")
+    if not isinstance(example["choices"], list) or len(example["choices"]) < 4:
+        raise ValueError(f"{example['id']} has fewer than 4 choices")
+    if example["answer_label"] not in {choice["label"] for choice in example["choices"]}:
+        raise ValueError(f"{example['id']} answer_label is absent from choices")
+    if example["modality"] == "image_text" and not example["image"]:
+        raise ValueError(f"{example['id']} image_text example has no image")
+
+
+def convert_sciq(row: dict[str, Any], index: int, source: SourceFile) -> dict[str, Any] | None:
+    question = clean_text(row.get("question"))
+    answer_text = clean_text(row.get("correct_answer"))
+    support = clean_text(row.get("support"))
+    choice_texts = [
+        clean_text(row.get("distractor1")),
+        clean_text(row.get("distractor2")),
+        clean_text(row.get("distractor3")),
+        answer_text,
+    ]
+    if question is None or answer_text is None or any(choice is None for choice in choice_texts):
+        return None
+
+    raw_choices = [
+        {"text": choice, "is_correct": idx == 3}
+        for idx, choice in enumerate(choice_texts)
+        if choice is not None
+    ]
+    if len(raw_choices) < 4:
+        return None
+
+    example_id = f"sciq-{source.source_split}-{index:05d}"
+    return {
+        "id": example_id,
+        "dataset": source.dataset,
+        "subset": source.subset,
+        "split": source.final_split,
+        "question": question,
+        "raw_choices": raw_choices,
+        "answer_text": answer_text,
+        "support": support,
+        "image_payload": None,
+        "source_meta": {
+            "source_file": str(source.path.relative_to(DATA_ROOT)),
+            "source_split": source.source_split,
+            "source_index": index,
+            "original_answer_text": answer_text,
+            **SOURCE_LICENSES[source.dataset],
+        },
+    }
+
+
+def extract_struct_choices(raw_choices: Any) -> list[dict[str, str]] | None:
+    if not isinstance(raw_choices, dict):
+        return None
+    texts = raw_choices.get("text")
+    labels = raw_choices.get("label")
+    if not isinstance(texts, list) or not isinstance(labels, list) or len(texts) != len(labels):
+        return None
+    choices: list[dict[str, str]] = []
+    for label, text in zip(labels, texts):
+        clean_label = clean_text(label)
+        clean_choice_text = clean_text(text)
+        if clean_label is None or clean_choice_text is None:
+            return None
+        choices.append({"label": clean_label, "text": clean_choice_text})
+    return choices
+
+
+def convert_ai2_arc(row: dict[str, Any], index: int, source: SourceFile) -> dict[str, Any] | None:
+    question = clean_text(row.get("question"))
+    answer_key = clean_text(row.get("answerKey"))
+    choices = extract_struct_choices(row.get("choices"))
+    if question is None or answer_key is None or choices is None or len(choices) < 4:
+        return None
+
+    answer_text = None
+    for choice in choices:
+        if choice["label"] == answer_key or choice["label"].lower() == answer_key.lower():
+            answer_text = choice["text"]
+            break
+    if answer_text is None:
+        return None
+
+    raw_choices = [
+        {"text": choice["text"], "is_correct": choice["text"] == answer_text}
+        for choice in choices
+    ]
+    original_id = clean_text(row.get("id")) or f"{source.source_split}-{index:05d}"
+    subset_id = sanitize_id(source.subset or "default")
+    example_id = f"ai2_arc-{subset_id}-{source.source_split}-{sanitize_id(original_id)}"
+    return {
+        "id": example_id,
+        "dataset": source.dataset,
+        "subset": source.subset,
+        "split": source.final_split,
+        "question": question,
+        "raw_choices": raw_choices,
+        "answer_text": answer_text,
+        "support": None,
+        "image_payload": None,
+        "source_meta": {
+            "source_file": str(source.path.relative_to(DATA_ROOT)),
+            "source_split": source.source_split,
+            "source_index": index,
+            "original_id": original_id,
+            "original_answer_label": answer_key,
+            "original_choice_labels": [choice["label"] for choice in choices],
+            **SOURCE_LICENSES[source.dataset],
+        },
+    }
+
+
+def convert_scienceqa(row: dict[str, Any], index: int, source: SourceFile) -> dict[str, Any] | None:
+    question = clean_text(row.get("question"))
+    raw_choice_values = row.get("choices")
+    answer_index = row.get("answer")
+    subject = clean_text(row.get("subject"))
+    if subject != "natural science":
+        return None
+    if question is None or not isinstance(raw_choice_values, list):
+        return None
+    choice_texts = [clean_text(choice) for choice in raw_choice_values]
+    if any(choice is None for choice in choice_texts) or len(choice_texts) < 4:
+        return None
+    if not isinstance(answer_index, int) or isinstance(answer_index, bool):
+        return None
+    if answer_index < 0 or answer_index >= len(choice_texts):
+        return None
+
+    answer_text = choice_texts[answer_index]
+    raw_choices = [
+        {"text": choice, "is_correct": choice_index == answer_index}
+        for choice_index, choice in enumerate(choice_texts)
+        if choice is not None
+    ]
+    example_id = f"scienceqa-{source.source_split}-{index:05d}"
+    image_payload = extract_image_payload(row)
+    return {
+        "id": example_id,
+        "dataset": source.dataset,
+        "subset": source.subset,
+        "split": source.final_split,
+        "question": question,
+        "raw_choices": raw_choices,
+        "answer_text": answer_text,
+        "support": combine_support(row.get("hint"), row.get("lecture"), row.get("solution")),
+        "image_payload": image_payload,
+        "source_meta": {
+            "source_file": str(source.path.relative_to(DATA_ROOT)),
+            "source_split": source.source_split,
+            "source_index": index,
+            "original_answer_index": answer_index,
+            "task": clean_text(row.get("task")),
+            "grade": clean_text(row.get("grade")),
+            "subject": subject,
+            "topic": clean_text(row.get("topic")),
+            "category": clean_text(row.get("category")),
+            "skill": clean_text(row.get("skill")),
+            "image_present": image_payload is not None,
+            "original_image_path": image_payload.get("original_path") if image_payload else None,
+            **SOURCE_LICENSES[source.dataset],
+        },
+    }
+
+
+def load_source_files() -> list[SourceFile]:
+    scienceqa_train = find_single_parquet("scienceqa_hf/data/train-*.parquet")
+    scienceqa_validation = find_single_parquet("scienceqa_hf/data/validation-*.parquet")
+    scienceqa_test = find_single_parquet("scienceqa_hf/data/test-*.parquet")
+
+    files: list[SourceFile] = [
+        SourceFile("SciQ", "allenai/sciq", None, "train", "train", DATA_ROOT / "sciq/data/train-00000-of-00001.parquet", convert_sciq),
+        SourceFile("SciQ", "allenai/sciq", None, "validation", "train", DATA_ROOT / "sciq/data/validation-00000-of-00001.parquet", convert_sciq),
+        SourceFile("SciQ", "allenai/sciq", None, "test", "test", DATA_ROOT / "sciq/data/test-00000-of-00001.parquet", convert_sciq),
+        SourceFile("AI2 ARC-Challenge", "allenai/ai2_arc", "ARC-Challenge", "train", "train", DATA_ROOT / "ai2_arc/ARC-Challenge/train-00000-of-00001.parquet", convert_ai2_arc),
+        SourceFile("AI2 ARC-Challenge", "allenai/ai2_arc", "ARC-Challenge", "validation", "train", DATA_ROOT / "ai2_arc/ARC-Challenge/validation-00000-of-00001.parquet", convert_ai2_arc),
+        SourceFile("AI2 ARC-Challenge", "allenai/ai2_arc", "ARC-Challenge", "test", "test", DATA_ROOT / "ai2_arc/ARC-Challenge/test-00000-of-00001.parquet", convert_ai2_arc),
+        SourceFile("AI2 ARC-Easy", "allenai/ai2_arc", "ARC-Easy", "train", "train", DATA_ROOT / "ai2_arc/ARC-Easy/train-00000-of-00001.parquet", convert_ai2_arc),
+        SourceFile("AI2 ARC-Easy", "allenai/ai2_arc", "ARC-Easy", "validation", "train", DATA_ROOT / "ai2_arc/ARC-Easy/validation-00000-of-00001.parquet", convert_ai2_arc),
+        SourceFile("AI2 ARC-Easy", "allenai/ai2_arc", "ARC-Easy", "test", "test", DATA_ROOT / "ai2_arc/ARC-Easy/test-00000-of-00001.parquet", convert_ai2_arc),
+        SourceFile("ScienceQA", "derek-thomas/ScienceQA", None, "train", "train", scienceqa_train, convert_scienceqa),
+        SourceFile("ScienceQA", "derek-thomas/ScienceQA", None, "validation", "train", scienceqa_validation, convert_scienceqa),
+        SourceFile("ScienceQA", "derek-thomas/ScienceQA", None, "test", "test", scienceqa_test, convert_scienceqa),
+    ]
+    return files
+
+
+def collect_items() -> tuple[list[dict[str, Any]], dict[str, Any]]:
+    raw_items: list[dict[str, Any]] = []
+    source_stats: dict[str, Any] = {}
+
+    for source in load_source_files():
+        rows = read_rows(source.path)
+        converted = 0
+        skipped = 0
+        for index, row in enumerate(rows):
+            item = source.converter(row, index, source)
+            if item is None:
+                skipped += 1
+                continue
+            item["dedup_key"] = make_dedup_key(item["question"], item["raw_choices"], item["answer_text"])
+            raw_items.append(item)
+            converted += 1
+        key = f"{source.dataset}|{source.subset}|{source.source_split}"
+        source_stats[key] = {
+            "display_name": source.display_name,
+            "dataset": source.dataset,
+            "subset": source.subset,
+            "source_split": source.source_split,
+            "final_split": source.final_split,
+            "source_file": str(source.path.relative_to(DATA_ROOT)),
+            "raw_rows": len(rows),
+            "converted": converted,
+            "skipped": skipped,
+        }
+        print(f"{source.display_name} {source.source_split}: converted {converted}, skipped {skipped}")
+    return raw_items, source_stats
+
+
+def deduplicate(items: list[dict[str, Any]]) -> tuple[list[dict[str, Any]], dict[str, Any]]:
+    train = [item for item in items if item["split"] == "train"]
+    test = [item for item in items if item["split"] == "test"]
+
+    def dedup_split(split_items: list[dict[str, Any]]) -> tuple[list[dict[str, Any]], int]:
+        seen: set[str] = set()
+        output: list[dict[str, Any]] = []
+        duplicates = 0
+        for item in split_items:
+            key = item["dedup_key"]
+            if key in seen:
+                duplicates += 1
+                continue
+            seen.add(key)
+            output.append(item)
+        return output, duplicates
+
+    test, test_dups = dedup_split(test)
+    test_keys = {item["dedup_key"] for item in test}
+    train, train_dups = dedup_split(train)
+    train_before_leak_filter = len(train)
+    train = [item for item in train if item["dedup_key"] not in test_keys]
+    train_removed_for_test_overlap = train_before_leak_filter - len(train)
+
+    stats = {
+        "train_duplicates_removed": train_dups,
+        "test_duplicates_removed": test_dups,
+        "train_removed_for_test_overlap": train_removed_for_test_overlap,
+        "train_test_overlap_after_filter": len({item["dedup_key"] for item in train} & test_keys),
+    }
+    return train + test, stats
+
+
+TOKEN_PATTERN = re.compile(r"\w+|[^\w\s]", re.UNICODE)
+
+
+def get_token_counter() -> tuple[str, Callable[[str], int]]:
+    try:
+        import tiktoken  # type: ignore
+
+        encoding = tiktoken.get_encoding("cl100k_base")
+        return "cl100k_base via tiktoken", lambda text: len(encoding.encode(text or ""))
+    except Exception:
+        return "regex_approx_v1", lambda text: len(TOKEN_PATTERN.findall(text or ""))
+
+
+def input_text(example: dict[str, Any]) -> str:
+    choices = "\n".join(f"{choice['label']}. {choice['text']}" for choice in example["choices"])
+    image_hint = f"\n[image: {example['image']['path']}]" if example.get("image") else ""
+    return f"{example['question']}{image_hint}\n{choices}"
+
+
+def compute_stats(examples: list[dict[str, Any]], source_stats: dict[str, Any], dedup_stats: dict[str, Any]) -> dict[str, Any]:
+    tokenizer_name, count_tokens = get_token_counter()
+
+    def empty_bucket() -> dict[str, Any]:
+        return {
+            "num_examples": 0,
+            "input_tokens": 0,
+            "support_tokens": 0,
+            "full_record_tokens": 0,
+            "image_examples": 0,
+            "text_examples": 0,
+        }
+
+    buckets: dict[str, dict[str, Any]] = defaultdict(empty_bucket)
+    by_dataset: dict[str, dict[str, Any]] = defaultdict(empty_bucket)
+    by_modality = Counter()
+
+    for example in examples:
+        serialized = json.dumps(example, ensure_ascii=False, sort_keys=True)
+        support = example.get("support") or ""
+        values = {
+            "num_examples": 1,
+            "input_tokens": count_tokens(input_text(example)),
+            "support_tokens": count_tokens(support),
+            "full_record_tokens": count_tokens(serialized),
+            "image_examples": 1 if example.get("image") else 0,
+            "text_examples": 0 if example.get("image") else 1,
+        }
+        keys = [
+            "overall",
+            f"split::{example['split']}",
+        ]
+        dataset_key = f"{example['dataset']}|{example.get('subset')}"
+        by_modality[example["modality"]] += 1
+        for key in keys:
+            for stat_key, value in values.items():
+                buckets[key][stat_key] += value
+        for stat_key, value in values.items():
+            by_dataset[dataset_key][stat_key] += value
+
+    def finalize(bucket: dict[str, Any]) -> dict[str, Any]:
+        count = bucket["num_examples"]
+        output = dict(bucket)
+        if count:
+            output["avg_input_tokens"] = round(bucket["input_tokens"] / count, 2)
+            output["avg_support_tokens"] = round(bucket["support_tokens"] / count, 2)
+            output["avg_full_record_tokens"] = round(bucket["full_record_tokens"] / count, 2)
+        else:
+            output["avg_input_tokens"] = 0
+            output["avg_support_tokens"] = 0
+            output["avg_full_record_tokens"] = 0
+        return output
+
+    stats = {
+        "name": "general_science_release",
+        "version": "v0.1-local",
+        "generated_at_utc": datetime.now(timezone.utc).isoformat(),
+        "seed": SEED,
+        "tokenizer": {
+            "name": tokenizer_name,
+            "note": "Token counts are computed over question+choices(+image placeholder), support, and serialized full JSON record.",
+        },
+        "splits": {
+            "train": finalize(buckets["split::train"]),
+            "test": finalize(buckets["split::test"]),
+            "overall": finalize(buckets["overall"]),
+        },
+        "by_dataset": {key: finalize(value) for key, value in sorted(by_dataset.items())},
+        "by_modality": dict(by_modality),
+        "source_files": source_stats,
+        "deduplication": dedup_stats,
+        "sources": SOURCE_LICENSES,
+        "outputs": {
+            "train": str(TRAIN_PATH.relative_to(RELEASE_DIR)),
+            "test": str(TEST_PATH.relative_to(RELEASE_DIR)),
+            "stats": str(STATS_PATH.relative_to(RELEASE_DIR)),
+            "card": str(CARD_PATH.relative_to(RELEASE_DIR)),
+            "readme": str(README_PATH.relative_to(RELEASE_DIR)),
+            "scienceqa_images": str(IMAGE_DIR.relative_to(RELEASE_DIR)),
+        },
+    }
+    return stats
+
+
+def write_jsonl(path: Path, examples: list[dict[str, Any]]) -> None:
+    with path.open("w", encoding="utf-8") as handle:
+        for example in examples:
+            handle.write(json.dumps(example, ensure_ascii=False) + "\n")
+
+
+def markdown_table(rows: list[list[Any]], headers: list[str]) -> str:
+    lines = [
+        "| " + " | ".join(headers) + " |",
+        "| " + " | ".join("---" for _ in headers) + " |",
+    ]
+    for row in rows:
+        lines.append("| " + " | ".join(str(cell) for cell in row) + " |")
+    return "\n".join(lines)
+
+
+def write_card(stats: dict[str, Any]) -> None:
+    source_rows = []
+    for dataset, info in SOURCE_LICENSES.items():
+        source_rows.append([
+            dataset,
+            "ARC-Challenge, ARC-Easy" if dataset == "allenai/ai2_arc" else "`null`",
+            info["license"],
+            info["license_source"],
+            info["url"],
+        ])
+
+    split_rows = []
+    for split_name in ["train", "test", "overall"]:
+        split = stats["splits"][split_name]
+        split_rows.append([
+            split_name,
+            split["num_examples"],
+            split["image_examples"],
+            split["text_examples"],
+            split["avg_input_tokens"],
+            split["avg_support_tokens"],
+            split["avg_full_record_tokens"],
+        ])
+
+    dataset_rows = []
+    for key, value in stats["by_dataset"].items():
+        dataset, subset = key.split("|", 1)
+        dataset_rows.append([
+            dataset,
+            subset,
+            value["num_examples"],
+            value["image_examples"],
+            value["avg_input_tokens"],
+            value["avg_support_tokens"],
+        ])
+
+    card = f"""# General Science QA Release
+
+## Summary
+
+This release consolidates local science QA snapshots into a unified JSONL format for text and image-text multiple-choice science QA.
+It is built from local parquet files only and stops before any public upload.
+
+## Output Files
+
+- `train.jsonl`
+- `test.jsonl`
+- `stats.json`
+- `images/scienceqa/`
+- `general_science_card.md`
+- `README.md`
+
+## Sources
+
+{markdown_table(source_rows, ["Dataset", "Subset", "License", "License source", "URL"])}
+
+OpenBookQA is present locally but is not included in this main release because its license is not confirmed in the local snapshot. It can be added later as an internal/optional extension after license confirmation.
+
+## Split Construction
+
+- Upstream `train` and `validation` splits are merged into `train.jsonl`.
+- Upstream `test` splits are kept as the held-out `test.jsonl`.
+- Train/test leakage is checked using normalized question, choices, and answer text.
+- If a normalized duplicate appears in held-out test, the matching train example is removed.
+
+## Schema
+
+```json
+{{
+  "id": "string",
+  "dataset": "string",
+  "subset": "string or null",
+  "split": "train or test",
+  "task_type": "multiple_choice_science_qa",
+  "modality": "text or image_text",
+  "question": "string",
+  "image": null,
+  "choices": [
+    {{"label": "A", "text": "string"}}
+  ],
+  "answer_label": "string",
+  "answer_text": "string",
+  "support": "string or null",
+  "source_meta": {{}}
+}}
+```
+
+For ScienceQA image examples, `image` is:
+
+```json
+{{"path": "images/scienceqa/<id>.png", "mime_type": "image/png"}}
+```
+
+## Counts and Token Statistics
+
+Tokenizer: `{stats["tokenizer"]["name"]}`.
+
+{markdown_table(split_rows, ["Split", "Examples", "Image examples", "Text examples", "Avg input tokens", "Avg support tokens", "Avg full record tokens"])}
+
+## Counts by Dataset
+
+{markdown_table(dataset_rows, ["Dataset", "Subset", "Examples", "Image examples", "Avg input tokens", "Avg support tokens"])}
+
+## Modality Distribution
+
+{markdown_table([[key, value] for key, value in sorted(stats["by_modality"].items())], ["Modality", "Count"])}
+
+## Deduplication
+
+```json
+{json.dumps(stats["deduplication"], ensure_ascii=False, indent=2)}
+```
+
+## Construction Notes
+
+- SciQ: combines `distractor1`, `distractor2`, `distractor3`, and `correct_answer`, then deterministically shuffles choices.
+- AI2 ARC: uses both `ARC-Challenge` and `ARC-Easy`; finds the answer text from `answerKey`, then deterministically shuffles choices.
+- ScienceQA: keeps `subject == "natural science"` examples with at least four choices and a valid answer index. Images embedded as parquet bytes are exported to `images/scienceqa/`.
+- Choices with more than four options are retained; labels are regenerated from `A`.
+
+## License Notes
+
+This release combines multiple upstream datasets. Downstream redistribution must satisfy all upstream licenses.
+ScienceQA license metadata was not present in the local snapshot available to this build; verify the upstream license before public HF/ModelScope upload.
+
+## Recommended Evaluation Input
+
+For model evaluation, use `question`, `image`, and `choices`.
+Do not feed `support` unless the task explicitly allows explanations or retrieval context, because `support` may contain answer-revealing information.
+"""
+    CARD_PATH.write_text(card, encoding="utf-8")
+    README_PATH.write_text(card, encoding="utf-8")
+
+
+def main() -> int:
+    RELEASE_DIR.mkdir(parents=True, exist_ok=True)
+    IMAGE_DIR.mkdir(parents=True, exist_ok=True)
+
+    raw_items, source_stats = collect_items()
+    deduped_items, dedup_stats = deduplicate(raw_items)
+    examples = [build_example(item) for item in deduped_items]
+
+    train = [example for example in examples if example["split"] == "train"]
+    test = [example for example in examples if example["split"] == "test"]
+    write_jsonl(TRAIN_PATH, train)
+    write_jsonl(TEST_PATH, test)
+
+    stats = compute_stats(examples, source_stats, dedup_stats)
+    STATS_PATH.write_text(json.dumps(stats, ensure_ascii=False, indent=2) + "\n", encoding="utf-8")
+    write_card(stats)
+
+    print(f"Train: wrote {len(train)} examples to {TRAIN_PATH.name}")
+    print(f"Test: wrote {len(test)} examples to {TEST_PATH.name}")
+    print(f"Total: wrote {len(examples)} examples")
+    print(f"Image examples: {stats['splits']['overall']['image_examples']}")
+    print(f"Dataset card: {CARD_PATH.name}")
+    return 0
+
+
+if __name__ == "__main__":
+    try:
+        raise SystemExit(main())
+    except Exception as exc:
+        print(f"Error: {exc}", file=sys.stderr)
+        raise SystemExit(1) from exc
diff --git a/scripts/validate_general_science_release.py b/scripts/validate_general_science_release.py
new file mode 100644
index 0000000000000000000000000000000000000000..c3cfa47996530cca1f138a5868f13c67d964cf94
--- /dev/null
+++ b/scripts/validate_general_science_release.py
@@ -0,0 +1,125 @@
+#!/usr/bin/env python3
+"""Validate the local general science release before upload."""
+
+from __future__ import annotations
+
+import json
+import re
+import sys
+from collections import Counter
+from pathlib import Path
+from typing import Any
+
+
+RELEASE_DIR = Path(__file__).resolve().parents[1]
+TRAIN_PATH = RELEASE_DIR / "train.jsonl"
+TEST_PATH = RELEASE_DIR / "test.jsonl"
+
+
+def normalize_for_key(value: Any) -> str:
+    text = "" if value is None else str(value).strip().lower()
+    text = re.sub(r"\s+", " ", text)
+    text = re.sub(r"[^\w\s]+", "", text)
+    return text.strip()
+
+
+def dedup_key(example: dict[str, Any]) -> str:
+    choices = sorted(normalize_for_key(choice["text"]) for choice in example["choices"])
+    return " || ".join([normalize_for_key(example["question"]), *choices, normalize_for_key(example["answer_text"])])
+
+
+def load_jsonl(path: Path) -> list[dict[str, Any]]:
+    rows: list[dict[str, Any]] = []
+    with path.open(encoding="utf-8") as handle:
+        for line_number, line in enumerate(handle, 1):
+            try:
+                rows.append(json.loads(line))
+            except json.JSONDecodeError as exc:
+                raise ValueError(f"{path}:{line_number} invalid JSON: {exc}") from exc
+    return rows
+
+
+def validate_example(example: dict[str, Any], expected_split: str) -> None:
+    required = {
+        "id",
+        "dataset",
+        "subset",
+        "split",
+        "task_type",
+        "modality",
+        "question",
+        "image",
+        "choices",
+        "answer_label",
+        "answer_text",
+        "support",
+        "source_meta",
+    }
+    missing = required - set(example)
+    if missing:
+        raise ValueError(f"{example.get('id')} missing required fields: {sorted(missing)}")
+    if example["split"] != expected_split:
+        raise ValueError(f"{example['id']} split={example['split']} expected {expected_split}")
+    if example["task_type"] != "multiple_choice_science_qa":
+        raise ValueError(f"{example['id']} unexpected task_type")
+    if not isinstance(example["choices"], list) or len(example["choices"]) < 4:
+        raise ValueError(f"{example['id']} has fewer than four choices")
+    labels = [choice.get("label") for choice in example["choices"]]
+    if labels != [chr(ord("A") + idx) for idx in range(len(labels))]:
+        raise ValueError(f"{example['id']} labels are not contiguous from A")
+    if example["answer_label"] not in set(labels):
+        raise ValueError(f"{example['id']} answer label not in choices")
+    if example["modality"] == "image_text":
+        image = example.get("image")
+        if not image or not image.get("path"):
+            raise ValueError(f"{example['id']} image_text example has no image path")
+        image_path = RELEASE_DIR / image["path"]
+        if not image_path.exists():
+            raise ValueError(f"{example['id']} image path missing: {image_path}")
+    elif example["modality"] == "text":
+        if example.get("image") is not None:
+            raise ValueError(f"{example['id']} text example should have image=null")
+    else:
+        raise ValueError(f"{example['id']} unexpected modality {example['modality']}")
+
+
+def main() -> int:
+    train = load_jsonl(TRAIN_PATH)
+    test = load_jsonl(TEST_PATH)
+    ids = [example["id"] for example in train + test]
+    duplicated_ids = [item for item, count in Counter(ids).items() if count > 1]
+    if duplicated_ids:
+        raise ValueError(f"Duplicated ids: {duplicated_ids[:10]}")
+
+    for example in train:
+        validate_example(example, "train")
+    for example in test:
+        validate_example(example, "test")
+
+    train_keys = {dedup_key(example) for example in train}
+    test_keys = {dedup_key(example) for example in test}
+    overlap = train_keys & test_keys
+    if overlap:
+        raise ValueError(f"Train/test normalized overlap found: {len(overlap)}")
+
+    all_examples = train + test
+    dataset_counts = Counter((example["dataset"], example["subset"]) for example in all_examples)
+    modality_counts = Counter(example["modality"] for example in all_examples)
+    image_count = sum(1 for example in all_examples if example.get("image"))
+
+    print(f"train={len(train)}")
+    print(f"test={len(test)}")
+    print(f"total={len(all_examples)}")
+    print(f"datasets={dict(dataset_counts)}")
+    print(f"modalities={dict(modality_counts)}")
+    print(f"image_examples={image_count}")
+    print("validation=ok")
+    return 0
+
+
+if __name__ == "__main__":
+    try:
+        raise SystemExit(main())
+    except Exception as exc:
+        print(f"Error: {exc}", file=sys.stderr)
+        raise SystemExit(1) from exc