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Drawing from Incomplete Shapes
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[ { "role": "user", "content": [ { "type": "text", "text": "Rate how original and creative the participant’s drawing is based on the following incomplete shape." }, { "type": "image", "path": "images/9626599e8ebef85e6ad714359fcc6e8ecbb699b2a144c3ca4286c8e101f4...
muce-b2b6599fc7d6e50254aab83f
Training
Drawing from Incomplete Shapes
NoLanguage
NA
37
[ { "role": "user", "content": [ { "type": "text", "text": "Rate how original and creative the participant’s drawing is based on the following incomplete shape." }, { "type": "image", "path": "images/8cfc810f6a34d3e62a414522ee4900015d67c9ca62edc94243d3debadac1...
muce-e51ca18698693e62a6426e28
Training
Drawing from Incomplete Shapes
NoLanguage
NA
27
[ { "role": "user", "content": [ { "type": "text", "text": "Rate how original and creative the participant’s drawing is based on the following incomplete shape." }, { "type": "image", "path": "images/ba79824ba0446a99b2f2d77b87b9fd365bad4985710651855ba7f7d074ab...
muce-6e9d2141249686f8881f3580
Training
Drawing from Incomplete Shapes
NoLanguage
NA
31
[ { "role": "user", "content": [ { "type": "text", "text": "Rate how original and creative the participant’s drawing is based on the following incomplete shape." }, { "type": "image", "path": "images/9626599e8ebef85e6ad714359fcc6e8ecbb699b2a144c3ca4286c8e101f4...
muce-2f32041e83e74017ceb0ac18
Training
Drawing from Incomplete Shapes
NoLanguage
NA
33
[ { "role": "user", "content": [ { "type": "text", "text": "Rate how original and creative the participant’s drawing is based on the following incomplete shape." }, { "type": "image", "path": "images/3179575a6609a15e61596d4bb76b888ba8b89b3453a8c0c20e8a1c9daf6e...
muce-41a6adbe3cf0902f98c00547
Training
Drawing from Incomplete Shapes
NoLanguage
NA
21
[ { "role": "user", "content": [ { "type": "text", "text": "Rate how original and creative the participant’s drawing is based on the following incomplete shape." }, { "type": "image", "path": "images/8cfc810f6a34d3e62a414522ee4900015d67c9ca62edc94243d3debadac1...
muce-39d33ab8eb0479b6034db344
Training
Drawing from Incomplete Shapes
NoLanguage
NA
31
[ { "role": "user", "content": [ { "type": "text", "text": "Rate how original and creative the participant’s drawing is based on the following incomplete shape." }, { "type": "image", "path": "images/4a0c8e59fb4f1ba2dd8d5ca24eacbdd7c4cf3a4bf6c19c23bfc3b5bae64d...
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Training
Drawing from Incomplete Shapes
NoLanguage
NA
28
[ { "role": "user", "content": [ { "type": "text", "text": "Rate how original and creative the participant’s drawing is based on the following incomplete shape." }, { "type": "image", "path": "images/867cb5998c201dec8413aa400b184d931989f82ccc238fa74550e2dea8b9...
muce-b1a52e8c668df37f8c0e9c4d
Training
Drawing from Incomplete Shapes
NoLanguage
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21
[ { "role": "user", "content": [ { "type": "text", "text": "Rate how original and creative the participant’s drawing is based on the following incomplete shape." }, { "type": "image", "path": "images/4a0c8e59fb4f1ba2dd8d5ca24eacbdd7c4cf3a4bf6c19c23bfc3b5bae64d...
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Training
Drawing from Incomplete Shapes
NoLanguage
NA
31
[ { "role": "user", "content": [ { "type": "text", "text": "Rate how original and creative the participant’s drawing is based on the following incomplete shape." }, { "type": "image", "path": "images/0904444c7dc6bf87efc686ca1f7a8cee7fca420ccf5693ee639415b068a0...
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Training
Drawing from Incomplete Shapes
NoLanguage
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[ { "role": "user", "content": [ { "type": "text", "text": "Rate how original and creative the participant’s drawing is based on the following incomplete shape." }, { "type": "image", "path": "images/603f023043e2f86806e2f59253ede1c9d7491f97377e8f3cfa4f9ebf209f...
muce-e03e6df5a70efba396d68782
Training
Drawing from Incomplete Shapes
NoLanguage
NA
28
[ { "role": "user", "content": [ { "type": "text", "text": "Rate how original and creative the participant’s drawing is based on the following incomplete shape." }, { "type": "image", "path": "images/b9a2765484d96af6ecce28c95f5a8e829394a6dc12829f41c7416e63aaa4...
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Training
Drawing from Incomplete Shapes
NoLanguage
NA
29
[ { "role": "user", "content": [ { "type": "text", "text": "Rate how original and creative the participant’s drawing is based on the following incomplete shape." }, { "type": "image", "path": "images/9626599e8ebef85e6ad714359fcc6e8ecbb699b2a144c3ca4286c8e101f4...
muce-8d2a4b2f2d6932f5b39f075f
Training
Drawing from Incomplete Shapes
NoLanguage
NA
22
[ { "role": "user", "content": [ { "type": "text", "text": "Rate how original and creative the participant’s drawing is based on the following incomplete shape." }, { "type": "image", "path": "images/2e51ef9b149765f2c072255403a627a9f1af2a6587ececd68864585d69df...
muce-aef50cf2a95f26a03502df38
Training
Drawing from Incomplete Shapes
NoLanguage
NA
18
[ { "role": "user", "content": [ { "type": "text", "text": "Rate how original and creative the participant’s drawing is based on the following incomplete shape." }, { "type": "image", "path": "images/603f023043e2f86806e2f59253ede1c9d7491f97377e8f3cfa4f9ebf209f...
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Training
Drawing from Incomplete Shapes
NoLanguage
NA
18
[ { "role": "user", "content": [ { "type": "text", "text": "Rate how original and creative the participant’s drawing is based on the following incomplete shape." }, { "type": "image", "path": "images/76e7088aff7eaacfb17d4ac3fa3bb5f42232dee88bbb11afa3bbe346ef4f...
muce-830348b29090a8a41da98bfa
Training
Drawing from Incomplete Shapes
NoLanguage
NA
27
[ { "role": "user", "content": [ { "type": "text", "text": "Rate how original and creative the participant’s drawing is based on the following incomplete shape." }, { "type": "image", "path": "images/b9a2765484d96af6ecce28c95f5a8e829394a6dc12829f41c7416e63aaa4...
muce-fe055b8332f7877d3ca874ce
Training
Drawing from Incomplete Shapes
NoLanguage
NA
35
[ { "role": "user", "content": [ { "type": "text", "text": "Rate how original and creative the participant’s drawing is based on the following incomplete shape." }, { "type": "image", "path": "images/4a0c8e59fb4f1ba2dd8d5ca24eacbdd7c4cf3a4bf6c19c23bfc3b5bae64d...
muce-cb2092e65aad1b2757681406
Training
Drawing from Incomplete Shapes
NoLanguage
NA
17
[ { "role": "user", "content": [ { "type": "text", "text": "Rate how original and creative the participant’s drawing is based on the following incomplete shape." }, { "type": "image", "path": "images/867cb5998c201dec8413aa400b184d931989f82ccc238fa74550e2dea8b9...
muce-a4901f0e0f3eb11cbbec7118
Training
Drawing from Incomplete Shapes
NoLanguage
NA
17
[ { "role": "user", "content": [ { "type": "text", "text": "Rate how original and creative the participant’s drawing is based on the following incomplete shape." }, { "type": "image", "path": "images/4a0c8e59fb4f1ba2dd8d5ca24eacbdd7c4cf3a4bf6c19c23bfc3b5bae64d...
muce-6d2ef43d192eaf8a15ef9835
Training
Drawing from Incomplete Shapes
NoLanguage
NA
18
[ { "role": "user", "content": [ { "type": "text", "text": "Rate how original and creative the participant’s drawing is based on the following incomplete shape." }, { "type": "image", "path": "images/2e51ef9b149765f2c072255403a627a9f1af2a6587ececd68864585d69df...
muce-683f8d33b63c5bafe7133a96
Training
Drawing from Incomplete Shapes
NoLanguage
NA
21
[ { "role": "user", "content": [ { "type": "text", "text": "Rate how original and creative the participant’s drawing is based on the following incomplete shape." }, { "type": "image", "path": "images/8b57479af223bb75a3e7afe94d909e1c1b58328781d7b77c5bf938db9a01...
muce-0be8e9c43e367423038bea8b
Training
Drawing from Incomplete Shapes
NoLanguage
NA
20
[ { "role": "user", "content": [ { "type": "text", "text": "Rate how original and creative the participant’s drawing is based on the following incomplete shape." }, { "type": "image", "path": "images/603f023043e2f86806e2f59253ede1c9d7491f97377e8f3cfa4f9ebf209f...
muce-51cd1d7bd26b56a0a7bcda75
Training
Drawing from Incomplete Shapes
NoLanguage
NA
28
[ { "role": "user", "content": [ { "type": "text", "text": "Rate how original and creative the participant’s drawing is based on the following incomplete shape." }, { "type": "image", "path": "images/b9a2765484d96af6ecce28c95f5a8e829394a6dc12829f41c7416e63aaa4...
muce-fa4293e59732c9f47c1bee0d
Training
Drawing from Incomplete Shapes
NoLanguage
NA
30
[ { "role": "user", "content": [ { "type": "text", "text": "Rate how original and creative the participant’s drawing is based on the following incomplete shape." }, { "type": "image", "path": "images/4a0c8e59fb4f1ba2dd8d5ca24eacbdd7c4cf3a4bf6c19c23bfc3b5bae64d...
muce-5755f8b65ee8563be822248a
Training
Drawing from Incomplete Shapes
NoLanguage
NA
25
[ { "role": "user", "content": [ { "type": "text", "text": "Rate how original and creative the participant’s drawing is based on the following incomplete shape." }, { "type": "image", "path": "images/8b57479af223bb75a3e7afe94d909e1c1b58328781d7b77c5bf938db9a01...
muce-ede4ed2a14a8761a32b2fcdc
Training
Drawing from Incomplete Shapes
NoLanguage
NA
32
[ { "role": "user", "content": [ { "type": "text", "text": "Rate how original and creative the participant’s drawing is based on the following incomplete shape." }, { "type": "image", "path": "images/603f023043e2f86806e2f59253ede1c9d7491f97377e8f3cfa4f9ebf209f...
muce-d3e914c7026f654934934f85
Training
Drawing from Incomplete Shapes
NoLanguage
NA
30
[ { "role": "user", "content": [ { "type": "text", "text": "Rate how original and creative the participant’s drawing is based on the following incomplete shape." }, { "type": "image", "path": "images/3179575a6609a15e61596d4bb76b888ba8b89b3453a8c0c20e8a1c9daf6e...
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Training
Drawing from Incomplete Shapes
NoLanguage
NA
27
[ { "role": "user", "content": [ { "type": "text", "text": "Rate how original and creative the participant’s drawing is based on the following incomplete shape." }, { "type": "image", "path": "images/4a0c8e59fb4f1ba2dd8d5ca24eacbdd7c4cf3a4bf6c19c23bfc3b5bae64d...
muce-fad0f85d6d01f665150dd271
Training
Drawing from Incomplete Shapes
NoLanguage
NA
39
[ { "role": "user", "content": [ { "type": "text", "text": "Rate how original and creative the participant’s drawing is based on the following incomplete shape." }, { "type": "image", "path": "images/0904444c7dc6bf87efc686ca1f7a8cee7fca420ccf5693ee639415b068a0...
muce-49c1e211fbb418b8146ac4ca
Training
Drawing from Incomplete Shapes
NoLanguage
NA
38
[ { "role": "user", "content": [ { "type": "text", "text": "Rate how original and creative the participant’s drawing is based on the following incomplete shape." }, { "type": "image", "path": "images/867cb5998c201dec8413aa400b184d931989f82ccc238fa74550e2dea8b9...
muce-93f4ae8ce1082e1c0952d3b5
Training
Drawing from Incomplete Shapes
NoLanguage
NA
29
[ { "role": "user", "content": [ { "type": "text", "text": "Rate how original and creative the participant’s drawing is based on the following incomplete shape." }, { "type": "image", "path": "images/603f023043e2f86806e2f59253ede1c9d7491f97377e8f3cfa4f9ebf209f...
muce-39bc7589f403e16d141d3cc3
Training
Drawing from Incomplete Shapes
NoLanguage
NA
34
[ { "role": "user", "content": [ { "type": "text", "text": "Rate how original and creative the participant’s drawing is based on the following incomplete shape." }, { "type": "image", "path": "images/3179575a6609a15e61596d4bb76b888ba8b89b3453a8c0c20e8a1c9daf6e...
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Training
Drawing from Incomplete Shapes
NoLanguage
NA
35
[ { "role": "user", "content": [ { "type": "text", "text": "Rate how original and creative the participant’s drawing is based on the following incomplete shape." }, { "type": "image", "path": "images/76e7088aff7eaacfb17d4ac3fa3bb5f42232dee88bbb11afa3bbe346ef4f...
muce-f7ca2975893c3896cb8108f4
Training
Drawing from Incomplete Shapes
NoLanguage
NA
34
[ { "role": "user", "content": [ { "type": "text", "text": "Rate how original and creative the participant’s drawing is based on the following incomplete shape." }, { "type": "image", "path": "images/9626599e8ebef85e6ad714359fcc6e8ecbb699b2a144c3ca4286c8e101f4...
muce-d85d7e627b98a8dcc55f1a3e
Training
Drawing from Incomplete Shapes
NoLanguage
NA
39
[ { "role": "user", "content": [ { "type": "text", "text": "Rate how original and creative the participant’s drawing is based on the following incomplete shape." }, { "type": "image", "path": "images/8b57479af223bb75a3e7afe94d909e1c1b58328781d7b77c5bf938db9a01...
muce-0bbe2c0d1cde44b236de886f
Training
Drawing from Incomplete Shapes
NoLanguage
NA
38
[ { "role": "user", "content": [ { "type": "text", "text": "Rate how original and creative the participant’s drawing is based on the following incomplete shape." }, { "type": "image", "path": "images/8cfc810f6a34d3e62a414522ee4900015d67c9ca62edc94243d3debadac1...
muce-12545168f1da9ce0140c531d
Training
Drawing from Incomplete Shapes
NoLanguage
NA
20
[ { "role": "user", "content": [ { "type": "text", "text": "Rate how original and creative the participant’s drawing is based on the following incomplete shape." }, { "type": "image", "path": "images/603f023043e2f86806e2f59253ede1c9d7491f97377e8f3cfa4f9ebf209f...
muce-29d9e95fd6e27e942126ac92
Training
Drawing from Incomplete Shapes
NoLanguage
NA
36
[ { "role": "user", "content": [ { "type": "text", "text": "Rate how original and creative the participant’s drawing is based on the following incomplete shape." }, { "type": "image", "path": "images/b9a2765484d96af6ecce28c95f5a8e829394a6dc12829f41c7416e63aaa4...
muce-c7db030b41128600266532e5
Training
Drawing from Incomplete Shapes
NoLanguage
NA
20
[ { "role": "user", "content": [ { "type": "text", "text": "Rate how original and creative the participant’s drawing is based on the following incomplete shape." }, { "type": "image", "path": "images/603f023043e2f86806e2f59253ede1c9d7491f97377e8f3cfa4f9ebf209f...
muce-a93ed3781cbe0fc8f0e8b69f
Training
Drawing from Incomplete Shapes
NoLanguage
NA
24
[ { "role": "user", "content": [ { "type": "text", "text": "Rate how original and creative the participant’s drawing is based on the following incomplete shape." }, { "type": "image", "path": "images/9626599e8ebef85e6ad714359fcc6e8ecbb699b2a144c3ca4286c8e101f4...
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MuCE for ORACL Gemma

The MuCE responses, human ratings and exact inputs used for ORACL Gemma 4 31B. Training, validation and the four evaluation sets are kept separate: 170,445 training responses, 21,485 validation responses, 21,429 test responses, 17,979 responses to held-out items, 12,144 responses to held-out tasks and 10,128 responses in held-out languages.

messages contains the complete instruction and participant response, in their original order. facsco_grm_scaled is the human rating on the 10–50 scale. Public row IDs replace source identifiers. Extract images.zip beside the data before scoring drawing responses; image paths in the messages are relative to that directory. The original texts, ratings, image bytes and split assignments are unchanged.

The original MuCE dataset is described in Creative Preference Optimization. This release preserves the inputs used in the Gemma study and does not include the additional cohorts used in the separate full-data training run.

from datasets import load_dataset
data = load_dataset("CNCL-Penn-State/MuCE-ORACL-Gemma")
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