Reasoning Riddles: How Explainability Reveals Cognitive Limits in Vision-Language Models
Paper
• 2510.02780 • Published
image imagewidth (px) 146 1.25k | filename stringlengths 8 8 | solution stringlengths 4 31 | alternate_solutions listlengths 0 3 | category listlengths 1 4 | exact_spelling bool 2 classes | theme stringclasses 6 values |
|---|---|---|---|---|---|---|
0001.jpg | You're on mute | [
"You are on mute"
] | [
"Spatial Encoding",
"Absence Reasoning"
] | false | common_phrase | |
0002.jpg | Pollinate | [] | [
"Spatial Encoding",
"Phonetic Transformation"
] | false | null | |
0003.jpg | 20% tip | [
"Twenty percent tip"
] | [
"Quantitative Logic",
"Visual Composition"
] | true | common_phrase | |
0004.jpg | 24/7 | [
"24 by 7"
] | [
"Quantitative Logic"
] | true | common_phrase | |
0005.jpg | A bold attempt | [] | [
"Visual Composition"
] | true | common_phrase | |
0006.jpg | A for effort | [] | [
"Quantitative Logic",
"Visual Composition",
"Cultural Symbolism"
] | false | idioms and expressions | |
0007.jpg | All the single ladies | [] | [
"Cultural Symbolism",
"Visual Composition"
] | true | music and songs | |
0008.jpg | Amino acid | [] | [
"Spatial Encoding",
"Visual Composition"
] | false | null | |
0009.jpg | An inside joke | [] | [
"Spatial Encoding",
"Cultural Symbolism"
] | true | idioms and expressions | |
0010.jpg | Apple of my eye | [] | [
"Cultural Symbolism",
"Visual Composition"
] | true | idioms and expressions | |
0011.jpg | Austin Texas | [
"Austin, Texas",
"Austin, TX"
] | [
"Spatial Encoding"
] | false | null | |
0012.jpg | Back 2 basics | [
"Back to basics"
] | [
"Spatial Encoding",
"Phonetic Transformation",
"Visual Composition"
] | false | common_phrase | |
0013.jpg | Back 2 square 1 | [
"Back to square one"
] | [
"Spatial Encoding",
"Visual Composition",
"Cultural Symbolism"
] | true | idioms and expressions | |
0014.jpg | Back to basics | [] | [
"Visual Composition"
] | true | common_phrase | |
0015.jpg | Back to square one | [] | [
"Visual Composition",
"Cultural Symbolism"
] | true | idioms and expressions | |
0016.jpg | Backdoor | [] | [
"Spatial Encoding"
] | true | null | |
0017.jpg | Background check | [] | [
"Spatial Encoding",
"Visual Composition"
] | true | null | |
0018.jpg | Backstage pass | [] | [
"Spatial Encoding"
] | true | movies and entertainment | |
0019.jpg | Bad influence | [] | [
"Spatial Encoding"
] | true | common_phrase | |
0020.jpg | Banana split | [] | [
"Visual Composition"
] | true | food and cuisine | |
0021.jpg | Beyonce | [] | [
"Spatial Encoding",
"Cultural Symbolism",
"Visual Composition"
] | false | music and songs | |
0022.jpg | Blood is thicker than water | [] | [
"Cultural Symbolism",
"Visual Composition"
] | true | proverbs and sayings | |
0023.jpg | Broken promise | [] | [
"Visual Composition"
] | true | common_phrase | |
0024.jpg | Burning the candle at both ends | [] | [
"Cultural Symbolism",
"Visual Composition"
] | true | idioms and expressions | |
0025.jpg | But on second thought | [] | [
"Spatial Encoding",
"Visual Composition",
"Cultural Symbolism"
] | true | idioms and expressions | |
0026.jpg | Call it a day | [] | [
"Visual Composition"
] | true | common_phrase | |
0027.jpg | Camping overnight | [] | [
"Visual Composition",
"Spatial Encoding"
] | true | null | |
0028.jpg | Catch up with me | [] | [
"Spatial Encoding"
] | true | common_phrase | |
0029.jpg | Caught in 4k | [] | [
"Visual Composition",
"Cultural Symbolism",
"Quantitative Logic"
] | true | common_phrase | |
0030.jpg | Caught red handed | [] | [
"Cultural Symbolism",
"Visual Composition"
] | true | idioms and expressions | |
0031.jpg | Center of attention | [
"The center of attention"
] | [
"Visual Composition",
"Spatial Encoding"
] | true | common_phrase | |
0032.jpg | Center of gravity | [
"The center of gravity"
] | [
"Visual Composition",
"Spatial Encoding"
] | true | null | |
0033.jpg | Serial killer | [
"Cereal killer"
] | [
"Phonetic Transformation",
"Visual Composition"
] | false | null | |
0034.jpg | Checks and balances | [
"Checks & balances"
] | [
"Visual Composition"
] | true | null | |
0035.jpg | Coffee break | [] | [
"Visual Composition"
] | true | null | |
0036.jpg | Corporate downsizing | [] | [
"Visual Composition"
] | true | null | |
0037.jpg | Crossroads | [
"X-roads"
] | [
"Spatial Encoding",
"Visual Composition"
] | true | null | |
0038.jpg | Cruel intentions | [
"Cruel intention"
] | [
"Spatial Encoding"
] | true | null | |
0039.jpg | Curtain | [] | [
"Quantitative Logic"
] | false | null | |
0040.jpg | Defense | [
"Defence"
] | [
"Visual Composition"
] | false | null | |
0041.jpg | Dirty joke | [] | [
"Visual Composition"
] | true | common_phrase | |
0042.jpg | Dominoes | [] | [
"Spatial Encoding"
] | false | null | |
0043.jpg | Dominos pizza | [
"Domino's pizza"
] | [
"Visual Composition",
"Cultural Symbolism"
] | true | food and cuisine | |
0044.jpg | Don't judge a book by its cover | [
"Do not judge a book by its cover"
] | [
"Cultural Symbolism",
"Visual Composition"
] | true | proverbs and sayings | |
0045.jpg | Double dip | [] | [
"Quantitative Logic"
] | true | common_phrase | |
0046.jpg | Down to the last second | [] | [
"Spatial Encoding",
"Quantitative Logic",
"Visual Composition"
] | true | common_phrase | |
0047.jpg | Downhill | [] | [
"Spatial Encoding"
] | true | common_phrase | |
0048.jpg | Download | [] | [
"Visual Composition"
] | true | null | |
0049.jpg | Downtown | [] | [
"Visual Composition"
] | true | null | |
0050.jpg | Dress for success | [] | [
"Quantitative Logic",
"Visual Composition",
"Cultural Symbolism"
] | false | idioms and expressions | |
0051.jpg | Dressed to kill | [] | [
"Visual Composition",
"Quantitative Logic",
"Cultural Symbolism"
] | true | idioms and expressions | |
0052.jpg | East to west | [] | [
"Quantitative Logic"
] | true | null | |
0053.jpg | Eiffel tower | [] | [
"Phonetic Transformation",
"Spatial Encoding"
] | false | null | |
0054.jpg | Emergency exit | [] | [
"Phonetic Transformation",
"Spatial Encoding"
] | false | null | |
0055.jpg | Eminem | [] | [
"Spatial Encoding",
"Cultural Symbolism",
"Phonetic Transformation"
] | false | music and songs | |
0056.jpg | Espresso | [] | [
"Visual Composition",
"Cultural Symbolism"
] | false | food and cuisine | |
0057.jpg | Falling in love | [] | [
"Spatial Encoding",
"Cultural Symbolism"
] | true | idioms and expressions | |
0058.jpg | Family ties | [] | [
"Visual Composition"
] | true | common_phrase | |
0059.jpg | Fiance | [] | [
"Spatial Encoding"
] | false | null | |
0060.jpg | Final countdown | [] | [
"Spatial Encoding"
] | true | common_phrase | |
0061.jpg | Fingers crossed | [] | [
"Cultural Symbolism",
"Visual Composition"
] | true | idioms and expressions | |
0062.jpg | Fishing for compliments | [] | [
"Cultural Symbolism",
"Visual Composition"
] | true | idioms and expressions | |
0063.jpg | For once in my life | [] | [
"Spatial Encoding",
"Quantitative Logic"
] | true | common_phrase | |
0064.jpg | For the last time | [] | [
"Cultural Symbolism",
"Visual Composition",
"Quantitative Logic"
] | true | common_phrase | |
0065.jpg | For the win | [] | [
"Quantitative Logic"
] | true | common_phrase | |
0066.jpg | Forecast | [] | [
"Visual Composition"
] | true | null | |
0067.jpg | Foreign language | [] | [
"Spatial Encoding"
] | false | null | |
0068.jpg | Foreshadowing | [] | [
"Visual Composition"
] | false | null | |
0069.jpg | Forgive and forget | [
"Forgive & forget"
] | [
"Quantitative Logic"
] | true | common_phrase | |
0070.jpg | Free for all | [] | [
"Quantitative Logic"
] | true | common_phrase | |
0071.jpg | Freebies | [] | [
"Visual Composition"
] | false | null | |
0072.jpg | Get in shape | [] | [
"Spatial Encoding",
"Visual Composition",
"Cultural Symbolism"
] | true | idioms and expressions | |
0073.jpg | Get out of hand | [] | [
"Visual Composition",
"Cultural Symbolism"
] | true | idioms and expressions | |
0074.jpg | Get over it | [] | [
"Spatial Encoding"
] | true | common_phrase | |
0075.jpg | Go up in smoke | [] | [
"Spatial Encoding",
"Cultural Symbolism"
] | true | idioms and expressions | |
0076.jpg | Good afternoon | [] | [
"Spatial Encoding"
] | true | common_phrase | |
0077.jpg | Green with envy | [] | [
"Cultural Symbolism",
"Phonetic Transformation",
"Visual Composition"
] | true | idioms and expressions | |
0078.jpg | Greenhouse | [] | [
"Visual Composition"
] | true | null | |
0079.jpg | Growing economy | [] | [
"Visual Composition"
] | true | null | |
0080.jpg | Growing old | [] | [
"Visual Composition"
] | true | null | |
0081.jpg | Half a dozen | [] | [
"Absence Reasoning"
] | true | null | |
0082.jpg | Half and half | [
"Half & half"
] | [
"Quantitative Logic",
"Cultural Symbolism"
] | true | food and cuisine | |
0083.jpg | Half second | [] | [
"Absence Reasoning"
] | true | null | |
0084.jpg | Halftime | [] | [
"Absence Reasoning",
"Cultural Symbolism"
] | true | movies and entertainment | |
0085.jpg | Happy hour | [] | [
"Visual Composition"
] | true | common_phrase | |
0086.jpg | Haystack | [] | [
"Spatial Encoding"
] | true | null | |
0087.jpg | Head for cover | [] | [
"Quantitative Logic"
] | true | null | |
0088.jpg | Head over heels | [] | [
"Spatial Encoding",
"Cultural Symbolism"
] | true | idioms and expressions | |
0089.jpg | Headquarter | [] | [
"Quantitative Logic"
] | true | null | |
0090.jpg | Heavy metal | [] | [
"Quantitative Logic",
"Visual Composition"
] | true | music and songs | |
0091.jpg | Heavy metal | [] | [
"Visual Composition"
] | true | music and songs | |
0092.jpg | Here for a good time | [] | [
"Quantitative Logic",
"Phonetic Transformation"
] | false | common_phrase | |
0093.jpg | Hibernate | [] | [
"Spatial Encoding",
"Phonetic Transformation"
] | false | null | |
0094.jpg | High frequency | [] | [
"Spatial Encoding"
] | true | null | |
0095.jpg | Holy water | [] | [
"Absence Reasoning",
"Visual Composition"
] | false | null | |
0096.jpg | Honesty | [] | [
"Quantitative Logic",
"Phonetic Transformation"
] | false | null | |
0097.jpg | I believe in you | [] | [
"Spatial Encoding",
"Phonetic Transformation",
"Visual Composition"
] | false | common_phrase | |
0098.jpg | I give up | [] | [
"Spatial Encoding"
] | true | common_phrase | |
0099.jpg | I stand corrected | [] | [
"Absence Reasoning",
"Visual Composition"
] | true | common_phrase | |
0100.jpg | Ice age | [] | [
"Visual Composition"
] | true | movies and entertainment |
The Rebus Dataset is a collection of 221 rebus puzzle images, each annotated with corresponding textual solutions and metadata.
It was introduced as part of the paper:
Reasoning Riddles: How Explainability Reveals Cognitive Limits in Vision-Language Models
Prahitha Movva, 2025
arXiv:2510.02780
The dataset is designed to support research in visual reasoning, multimodal interpretability, and cognitive evaluation of vision–language models.
0001.jpg-0221.jpg)rebus_dataset.csv with the following fields:filename: image filename (e.g., 0001.jpg)solution: canonical textual solution to the rebusalternate_solutions: list of acceptable alternate phrasingscategory: one or more cognitive or linguistic transformation types (e.g., Spatial Encoding, Phonetic Transformation)exact_spelling: whether the image spelling exactly matches the intended phrasetheme: high-level semantic group (e.g., idioms and expressions, food and cuisine, common phrases)| filename | solution | alternate_solutions | category | exact_spelling | theme |
|---|---|---|---|---|---|
| 0001.jpg | You're on mute | ["You are on mute"] | Spatial Encoding, Absence Reasoning | No | common_phrase |
Load the dataset programmatically using the 🤗 Datasets library:
from datasets import load_dataset
dataset = load_dataset("pmovva/rebus-puzzles")
example = dataset["train"][0]
example["image"].show()
print(example)
If you use this dataset in your research or publications, please cite the accompanying paper:
@inproceedings{
movva2025reasoning,
title={Reasoning Riddles: How Explainability Reveals Cognitive Limits in Vision-Language Models},
author={Prahitha Movva},
booktitle={The First Workshop on the Application of LLM Explainability to Reasoning and Planning},
year={2025},
url={https://openreview.net/forum?id=c5FgKxcwMP}
}