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Yuting6
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m3cot-augmentation

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<image>Question: What feature does the flip phone shown in the image have? Choices: A. It has a large touch screen display B. It cannot be used in low light conditions C. It is able to take pictures D. It has facial recognition technology
C
<image>Question: What is the purpose of the digital meter with a coin slot in front of the bench? Choices: A. To provide directions B. To charge for parking C. To collect tolls D. To measure distance
C
<image>Question: Where is the woman in the picture located? Choices: A. Her private garden B. Public park C. Library D. Virgin forest
B
<image>Question: What can you infer from the image? Choices: A. It is hot outside B. It is cold outside C. It is sunny outside D. It is windy outside
B
<image>Question: Why is the person holding an umbrella with a broken handle? Choices: A. They were caught in the rain unexpectedly B. The umbrella was a family heirloom C. The umbrella was broken while they were using it D. The umbrella was given to them for the photo
D
<image>Question: What is the spoon on the plate going to be used for? Choices: A. Stirring the soup in the bowl B. Eating the food on the plate C. Scooping the sauce from the container D. Measuring the sugar for the coffee
C
<image>Question: Who might this cake be for? Choices: A. a male adult B. a female child C. a male child D. a female adult
B
<image>Question: What is the purpose of the tower? Choices: A. To provide shade B. Only to indicate the time C. To indicate the time and wind direction D. To store water
C
<image>Question: What is the purpose of the item made of wood in the picture? Choices: A. To display information B. To use as a writing surface C. To sit on it D. To hold the computer screen
B
<image>Question: Based on the image, which statement is most likely true about the bathroom? Choices: A. It is nighttime B. Nobody has used the bathroom recently C. Someone has used the bathroom recently D. The bathroom has been cleaned within the last day
B
<image>Question: What inference can be made from the combination of the following clues: an orange cat sitting in a windowsill in the shade and a white stucco wall on a building? Choices: A. The cat is trying to avoid direct sunlight B. The cat is a stray looking for a home C. The cat enjoys lounging in the sun D. The building is located in a cold environment
A
<image>Question: Based on the image, which of the following is most likely true about the scene? Choices: A. The location is in American B. It is winter C. The location is in the countryside D. It is warm outside
D
<image>Question: What type of vehicle is depicted in the image? Choices: A. A bus B. A truck C. A taxi cab D. A personal car
C
<image>Question: What item was used to bake the pastry? Choices: A. A metal baking sheet B. A silicone cutting board C. A glass baking dish D. A ceramic baking dish
A
<image>Question: What can be inferred about the environment in the area? Choices: A. It experiences frequent rainfall B. It lacks wildlife C. The water is contaminated D. It supports vegetation and animals
D
<image>Question: What can be inferred about the bear in the picture? Choices: A. It is brand new and has never been played with B. It is a well-loved and frequently used toy C. It has been recently purchased and displayed on the wooden desk D. It was a gift and hasn't been taken out of the wrapping yet
B
<image>Question: What can be inferred about the airplane on the runway? Choices: A. It is a private airplane owned by someone from the Western region B. It is a military airplane located in the Eastern region C. It is a commercial airplane made by the Western corporation and is about to be serviced D. It is a cargo airplane carrying goods produced in the Eastern region
C
<image>Question: What can be inferred about the weather in this image? Choices: A. It is cold and sunny. B. It is warm and sunny. C. It is cold and windy. D. It is warm and windy.
D
<image>Question: What can you infer from the image provided? Choices: A. The laptop is turned on B. The mouse is not working C. The laptop is an Apple product D. The mouse is an optical one
D
<image>Question: What is the purpose of signal mounted on a short brick post? Choices: A. To determine the direction B. To indicate a swimming area C. To control boat movement in the cove D. To mark the entrance to a park
C
<image>Question: What is the purpose of the metal pylon on the street near the brick apartment building? Choices: A. To guide pedestrians to the crosswalk B. To prevent cars from driving in a pedestrian area C. To signal the presence of a construction site D. To secure the building from external threats
B
<image>Question: Why is the chair in the room? Choices: A. To rest B. For a photoshoot C. To hold the stuffed bunny D. To match the yellow spotted pillow
B
<image>Question: What can be inferred about the food in the fridge based on the image? Choices: A. The food is properly stored B. The food is expired C. The food is freshly bought D. The food is frozen
B
<image>Question: What type of dish is this? Choices: A. Salad B. Pasta C. Soup D. Sandwich
A
<image>Question: What is the reason behind the presence of mulch and flowers in the apartment complex? Choices: A. To enhance the beauty of the complex's surroundings B. To hide the boundary of the complex C. To make space for the children to play D. To extract heat and moisture from the soil
A
<image>Question: What is the purpose of the hairdryer in the adult's hand? Choices: A. Drying the adult's hair B. Cooling down the room C. Entertaining the little boy D. Creating a hairstyle
C
<image>Question: What is the purpose of the gold rooster on top of the tower with a clock? Choices: A. To provide decoration to the tower B. To indicate the direction of the wind C. To scare off little birds D. To help people tell the time
B
<image>Question: What is likely the temperature of the water in this surfing spot? Choices: A. Cold B. Warm C. hot D. Freezing
B
<image>Question: How was the sandwich served? Choices: A. Hot B. Cold C. Grilled D. Fried
B
<image>Question: What is the purpose of the umbrellas? Choices: A. To provide shade B. To be used as rain umbrellas C. To act as decorations D. To provide protection
C
<image>Question: What could have happened to the car shown in the picture? Choices: A. The driver spilled hot coffee on his lap while driving B. The car hit something frightening C. The engine overheated due to long hours of driving D. The car ran out of gas
B
<image>Question: What kind of weather is most likely in the scene? Choices: A. Sunny and hot B. Sunny and cold C. Hot and Cloudy D. Cold and rainy
A
<image>Question: What kind of meal is being shown in the image? Choices: A. Breakfast B. Lunch C. Dinner D. Snack
C
<image>Question: What could Jane be preparing with food materials on the table? Choices: A. Nut muffins B. Fruit cupcakes C. A fruit salad D. Toast
B
<image>Question: What can be inferred about the room based on the clues? Choices: A. It is a hotel room B. It is a child's bedroom C. It is a smoker's room D. It is a room designed for a special occasion
D
<image>Question: What could be the reason for the cargo train to be running on the tracks near the bulldozer? Choices: A. The bulldozer is a part of the cargo B. The bulldozer is used to transport the cargo containers C. The train tracks are used for construction purposes D. The cargo is being transported to a construction site
D
<image>Question: What is the purpose of the metal cart with attached keys and black luggage pieces in the electronic store with ads on the wall? Choices: A. It is used to store office supplies B. It is used to display music equipment C. It is used to transport sound equipment D. It is used to store pieces of music equipment
D
<image>Question: What is the likely purpose of the room? Choices: A. Dining B. Sleeping C. entertainment D. Gaming
C
<image>Question: What type of donut is shown in the picture? Choices: A. Vanilla donut with sprinkles on top B. Chocolate donut with white cream C. Donut with chocolate frosting and sprinkles D. Plain donut with no toppings
C
<image>Question: What is the purpose of the large dome near the outdoor soccer field? Choices: A. It is a concert venue B. It is a shopping mall C. It is an indoor soccer field D. It is a museum
C
<image>Question: Why are there street signs in this area? Choices: A. The signs were put up for decoration B. The signs indicate the names of the surrounding buildings C. The signs help people navigate the city D. The signs show the danger of the area
C
<image>Question: What can you infer about the living room in the image? Choices: A. The entire room is in a mass B. This isn't a permanent living space C. The coffee table is purely decorative and isn't meant to be used D. The desk in the corner is a workspace
D
<image>Question: What can be inferred about the yellow hydrant based on the image? Choices: A. The hydrant is frequently used B. The hydrant is brand new C. The hydrant is old D. The grass around the hydrant is being tended to
C
<image>Question: What is the purpose of the airplane in the picture? Choices: A. Transportation B. Decoration C. Advertising D. Storage
B
<image>Question: What can be inferred from the objects on the desk? Choices: A. The computer owner is a game player B. The computer owner is an editor C. The computer owner has a diverse repertoire of computer knowledge D. The computer owner is forgetful
C
<image>Question: What is the purpose of the silver can? Choices: A. It is for cleaning supplies B. It is for toiletries C. It is for garbage D. It is for towels
C
<image>Question: Based on the image, which of the following statements about the bridge is most likely true? Choices: A. The bridge is brand new and has no signs of wear B. The bridge is rarely used for travel C. The bridge is a fairly old but but still frequently used structure D. The bridge is a pedestrian-only bridge
C
<image>Question: What kind of weather is it in the picture? Choices: A. Sunny B. Rainy C. Cloudy D. Windy
C
<image>Question: What is the likely purpose of this mural? Choices: A. To depict a historical event B. To promote a local museum C. To advertise a dog training school D. To showcase famous statues
A
<image>Question: Based on the picture given, which of the following is the most likely scenario? Choices: A. The bus is currently in use B. The bus is old and unused C. The bus is parked and waiting for passengers D. The bus has been abandoned
D
<image>Question: What can be inferred about the building in the picture? Choices: A. It is a popular tourist attraction. B. It is currently under construction. C. It is located in a high-crime area. D. It is an abandoned or unused building.
D
<image>Question: What could be happening to the airplane? Choices: A. It is preparing for landing B. It is taking off C. It is flying to another country D. It is doing a looping stunt
A
<image>Question: What is the function of the stop sign depicted in the image? Choices: A. To remind people to be cautious while walking B. To indicate the location of an art installation C. To direct traffic to stop at an intersection D. To show appreciation for street art
C
<image>Question: What is the purpose of the fence in the given image? Choices: A. To prevent children from escaping B. To separate different areas of the amusement park C. To ensure that people outside the queue cannot enter D. To protect the castle exhibit from damage
C
<image>Question: What is most likely the purpose of the objects in the container? Choices: A. Gardening B. Writing C. Haircutting D. Cooking
C
<image>Question: Based on the clues provided, what activity most likely takes place in this room? Choices: A. Crafting and sewing B. Gardening and planting C. Cooking and baking D. Writing and drawing
A
<image>Question: Which of the following statements about the photo is most likely true? Choices: A. The photo was not taken by a professional photographer B. The person in the photo is using the cell phone for a phone call C. The model is wearing a blue dress D. The phone in the photo is not in use
D
<image>Question: What is the most likely purpose of the model shown in the image? Choices: A. Education about airport security B. Advertising for airline travel C. Display of model-making skills D. Promotion for a new Lego set
B
<image>Question: What type of plane is shown in the photo? Choices: A. A private plane B. A military plane C. A commercial passenger plane D. A cargo plane
C
<image>Question: Based on the image, which of the following is likely true about the building? Choices: A. The building is located by the ocean B. The building is abandoned C. Someone lives in the building D. The building was built recently
C
<image>Question: Based on the image, what is the likely purpose of the train in the image? Choices: A. The train is transporting passengers to their destination B. The train is carrying cargo items C. The train is being used for a photoshoot D. The train is being cleaned after its recent trip
B
<image>Question: What is the purpose of the bucket in the room? Choices: A. To hold water B. To store cleaning supplies C. To collect rainwater D. To serve as a trash can
B
<image>Question: Which property do these three objects have in common? Choices: A. fuzzy B. shiny C. soft
B
<image>Question: Which property do these four objects have in common? Choices: A. sweet B. salty C. translucent
C
<image>Question: Which property do these two objects have in common? Choices: A. hard B. salty
B
<image>Question: Which property do these three objects have in common? Choices: A. blue B. slippery C. fuzzy
B
<image>Question: Which property do these three objects have in common? Choices: A. sweet B. fuzzy C. opaque
A
<image>Question: Which property do these three objects have in common? Choices: A. scratchy B. slippery C. bouncy
C
<image>Question: Which property do these two objects have in common? Choices: A. scratchy B. breakable
A
<image>Question: Which property do these three objects have in common? Choices: A. hard B. sweet C. opaque
A
<image>Question: Which property do these three objects have in common? Choices: A. soft B. flexible C. slippery
C
<image>Question: Which property do these three objects have in common? Choices: A. fragile B. bouncy C. yellow
A
<image>Question: Which property do these three objects have in common? Choices: A. bouncy B. transparent C. slippery
C
<image>Question: Which property do these four objects have in common? Choices: A. flexible B. translucent C. soft
B
<image>Question: Which property do these three objects have in common? Choices: A. smooth B. stretchy C. fuzzy
A
<image>Question: Which property do these three objects have in common? Choices: A. sticky B. opaque C. transparent
B
<image>Question: Which property do these two objects have in common? Choices: A. smooth B. rough
A
<image>Question: Which property do these three objects have in common? Choices: A. stretchy B. scratchy C. colorful
B
<image>Question: Which property do these two objects have in common? Choices: A. blue B. hard
A
<image>Question: Which property do these three objects have in common? Choices: A. shiny B. sticky C. fuzzy
A
<image>Question: Which property do these four objects have in common? Choices: A. flexible B. smooth C. opaque
B
<image>Question: Which property do these two objects have in common? Choices: A. breakable B. stretchy
A
<image>Question: Which property do these three objects have in common? Choices: A. fragile B. bouncy C. hard
C
<image>Question: Which property do these two objects have in common? Choices: A. bendable B. breakable
B
<image>Question: Which property do these three objects have in common? Choices: A. scratchy B. rough C. sweet
C
<image>Question: Which property do these three objects have in common? Choices: A. flexible B. transparent C. opaque
B
<image>Question: Which property do these four objects have in common? Choices: A. slippery B. sour C. soft
A
<image>Question: Which property do these three objects have in common? Choices: A. fuzzy B. smooth C. transparent
B
<image>Question: Which property do these two objects have in common? Choices: A. soft B. slippery
B
<image>Question: Which property do these two objects have in common? Choices: A. bumpy B. smooth
A
<image>Question: Which property do these three objects have in common? Choices: A. bouncy B. opaque C. translucent
B
<image>Question: Which property do these four objects have in common? Choices: A. sticky B. stretchy C. transparent
B
<image>Question: Which property do these three objects have in common? Choices: A. colorful B. stretchy C. transparent
A
<image>Question: Which property do these three objects have in common? Choices: A. rough B. yellow C. sticky
B
<image>Question: Which property do these three objects have in common? Choices: A. transparent B. fragile C. flexible
C
<image>Question: Which property do these two objects have in common? Choices: A. yellow B. sticky
A
<image>Question: Which property do these four objects have in common? Choices: A. stretchy B. fragile C. flexible
C
<image>Question: Which property do these three objects have in common? Choices: A. colorful B. transparent C. rough
C
<image>Question: Which property do these four objects have in common? Choices: A. hard B. rough C. salty
C
<image>Question: Which property do these two objects have in common? Choices: A. yellow B. stretchy
A
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license: mit datasets: - Yuting6/geoqa-r1v-augmentation - Yuting6/math-8k-augmentation - Yuting6/m3cot-augmentation - Yuting6/TQA-augmentation - Yuting6/Geo3k-augmentation - Yuting6/geoqa-r1v-noise - Yuting6/geoqa-r1v-crop - Yuting6/geoqa-r1v-blur - Yuting6/geoqa-r1v-8k-rotated - Yuting6/geoqa-r1v-8k-mixup base_model: - Qwen/Qwen2.5-VL-7B-Instruct

Vision Matters: Simple Visual Perturbations Can Boost Multimodal Math Reasoning

Paper Title and Link

The model was presented in the paper Vision Matters: Simple Visual Perturbations Can Boost Multimodal Math Reasoning. You can also find the paper on arXiv: Vision Matters: Simple Visual Perturbations Can Boost Multimodal Math Reasoning (arXiv:2506.09736)

Paper Abstract

Vision-Matters is a simple visual perturbation framework that can be easily integrated into existing post-training pipelines including SFT, DPO, and GRPO. Our findings highlight the critical role of visual perturbation: better reasoning begins with better seeing.

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