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TA-116k

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query stringlengths 11 1.97k	category int64 1 8
What ingredient is added to the pan from a wooden cutting board? A. White onions B. Tomatoes C. Garlic D. Green peppers Please respond with only the letter of the correct answer.	1
What is the main focus of the video? A. Preparing dumplings B. Baking a cake C. Making a salad D. Cooking a stew Please respond with only the letter of the correct answer.	6
What is the person in a brown coat and hat doing as they walk towards the bridge? A. Running B. Standing still C. Sitting D. Walking Please respond with only the letter of the correct answer.	2
How does the lighting in the room change throughout the video? A. The lighting remains consistent B. The lighting becomes darker C. The lighting becomes brighter D. The lighting changes color Please respond with only the letter of the correct answer.	2
How many bowls are visible in the video? A. Three B. One C. Four D. Two Please respond with only the letter of the correct answer.	1
How does the camera move when the woman bends down towards the sink? A. The camera zooms in B. The camera zooms out C. The camera remains static D. The camera pans to the left Please respond with only the letter of the correct answer.	2
Why does the person wipe their hands on their shirt? A. To remove sawdust or dirt from their hands B. To dry their hands from water C. To clean their shirt D. To signal someone Please respond with only the letter of the correct answer.	7
What does the person do after picking up the red object? A. They start drinking from it B. They leave the room C. They turn off the television D. They sit on the bed Please respond with only the letter of the correct answer.	4
How many black helmets are on the wooden cabinet? A. Two B. Three C. Four D. One Please provide your answer by stating the letter followed by the full option.	1
Why is more shredded cheese being added to the macaroni? A. To make the dish sweet B. To make the dish less cheesy C. To make the dish extra cheesy D. To make the dish spicy Please respond with only the letter of the correct answer.	7
What does the person do with the pan after lifting it from the gas burner? A. Removes the flatbread B. Places it on a different burner C. Moves it over the blue flame D. Puts it in the oven Please provide your answer by stating the letter followed by the full option.	4
What does the woman do after completing her bicycle crunches? A. She starts running B. She does push-ups C. She stands up D. She lies back down with her legs raised and bent Please provide your answer by stating the letter followed by the full option.	4
What is the primary cooking utensil used in the video? A. Skillet B. Metal wok C. Saucepan D. Frying pan Please respond with only the letter of the correct answer.	1
How does the camera move when the person runs across the court? A. The camera zooms out B. The camera pans to the bleachers C. The camera stays still D. The camera follows the person Please respond with only the letter of the correct answer.	2
Where are the ingredients added to the ground meat? A. In a metal mixing bowl B. On a cutting board C. In a plastic container D. In a frying pan Please respond with only the letter of the correct answer.	5
What is on the table next to the person? A. A stack of books B. A vase with flowers C. A decorative doll wearing a yellow hat D. A laptop Please respond with only the letter of the correct answer.	5
How many pieces of salmon are placed on the white plate? A. Two pieces B. Four pieces C. Three pieces D. One piece Please provide your answer by stating the letter followed by the full option.	1
Why does the appearance of the dish change from dry noodles to soup? A. Because the noodles are stirred B. Because additional garnishes are added C. Because a clear broth is poured into the bowl D. Because the dumplings are removed Please provide your answer by stating the letter followed by the full option.	7
What is the person wearing in the video? A. A red dress B. A white shirt and blue jeans C. A black jacket, a brown shirt, and gray pants D. A green sweater and black pants Please respond with only the letter of the correct answer.	1
Why does the person move the hat around while standing near the sink? A. They are inspecting or cleaning it B. They are showing it to someone C. They are throwing it away D. They are trying to wear it Please respond with only the letter of the correct answer.	7
What is the color of the container used to add salt? A. Green B. Yellow C. Blue D. Red Please provide your answer by stating the letter followed by the full option.	1
What is included in the mixture in the white bowl? A. Chopped vegetables and diced cheese B. Ground meat and diced cheese C. Ground meat, chopped vegetables, and diced cheese D. Ground meat and chopped vegetables Please provide your answer by stating the letter followed by the full option.	1
What items are visible to the right of the pan? A. A spice rack and a white ceramic spoon rest B. A cutting board and a knife C. A bowl of vegetables and a ladle D. A bottle of oil and a salt shaker Please provide your answer by stating the letter followed by the full option.	5
How many main ingredients are initially visible in the wok? A. Six B. Four C. Five D. Seven Please respond with only the letter of the correct answer.	1
What is the first ingredient added to the chicken in the video? A. Minced Garlic B. Sugar C. Black Pepper D. Soy Sauce Please provide your answer by stating the letter followed by the full option.	2
What does the person do after pouring oil onto the grill? A. Places the bottle cap back onto the bottle B. Adds seasoning to the oil C. Starts cooking immediately D. Cleans the grill Please respond with only the letter of the correct answer.	2
How does the camera angle change after the close-up of the large glass bowl filled with salad? A. It transitions to a wider shot B. It focuses on the background C. It moves to a side view D. It zooms in further Please provide your answer by stating the letter followed by the full option.	2
Where is the person standing in the video? A. In front of a refrigerator B. In front of a sink C. In front of a stove D. In front of a window Please provide your answer by stating the letter followed by the full option.	5
What is the person doing at the beginning of the video? A. Playing with the dogs B. Walking through the snow C. Sitting on a bench D. Standing in a snowy environment Please provide your answer by stating the letter followed by the full option.	2
What contributes to the lighting in the room? A. A bright overhead light B. A lamp on the bedside table C. A flashlight D. Light filtering through window blinds Please respond with only the letter of the correct answer.	1
What is the main focus of the video? A. Shopping for ingredients B. Arranging sausages on a vegetable mixture C. Cooking a complex dish D. Cleaning the kitchen Please respond with only the letter of the correct answer.	6
How many burners are visible in the video? A. One B. Four C. Three D. Two Please provide your answer by stating the letter followed by the full option.	1
What does the camera do as the person moves towards the right side of the frame? A. The camera zooms in B. The camera pans to the left C. The camera tilts upwards D. The camera zooms out Please provide your answer by stating the letter followed by the full option.	2
Where is the water pouring from in the video? A. From the right side of the frame B. From the top of the frame C. From the bottom of the frame D. From the left side of the frame Please respond with only the letter of the correct answer.	5
What does the attacking wrestler do to his opponent? A. Puts him in a headlock B. Throws him out of the ring C. Slams him onto a table D. Pins him to the ground Please respond with only the letter of the correct answer.	2
What is the person doing at the beginning of the video? A. Sweeping the floor B. Putting on a red jacket C. Cleaning the mirror D. Mopping the floor Please respond with only the letter of the correct answer.	2
How would you describe the speed of the dogs' movements? A. Erratic and unpredictable B. Fast and energetic C. Slow and relaxed D. Steady and calm Please provide your answer by stating the letter followed by the full option.	2
What does the person do after emptying the glass bowl of sauce? A. Picks up a white bowl containing bread crumbs B. Adds salt and pepper to the meat mixture C. Pours beaten eggs into the meat mixture D. Uses a metal fork to mix the ingredients Please respond with only the letter of the correct answer.	2
What is the person doing with the dough or wrapper in the video? A. Rolling it out B. Frying it C. Placing a filling in it D. Cutting it into pieces Please respond with only the letter of the correct answer.	2
Why does the chef place dollops of the yellow substance into the frying pan? A. To clean the pan B. To prepare the pan for frying C. To decorate the dish D. To cool down the pan Please respond with only the letter of the correct answer.	7
Where is the white door located in the hallway? A. On the right side of the hallway B. On the left side of the hallway C. In the middle of the hallway D. At the end of the hallway Please respond with only the letter of the correct answer.	5
Where does the video take place? A. In a dining room B. In a garden C. In a living room D. In a kitchen Please respond with only the letter of the correct answer.	5
What change occurs to the pot during the video? A. It is placed directly on the burner B. It is covered with a lid C. It is filled with water D. It is removed from the stove Please provide your answer by stating the letter followed by the full option.	2
What does the hand do after sprinkling the herbs into the pot? A. Adds more herbs B. Turns off the stove C. Starts stirring the stew D. Adds chunks of vegetables Please respond with only the letter of the correct answer.	2
How does the child drive the toy vehicle? A. Alternating between fast and slow B. Very fast C. At a moderate speed D. Very slowly Please provide your answer by stating the letter followed by the full option.	2
What are the colors of the walls in the room? A. Yellow and orange B. Red and white C. Purple and pink D. Blue and green Please provide your answer by stating the letter followed by the full option.	1
What is the person doing in the scene after they put on their glasses? A. Sitting on the bed with a laptop B. Walking towards the door C. Looking out the window D. Lying back down on the bed Please respond with only the letter of the correct answer.	2
How many eggs are added to the mixture? A. Three B. One C. Two D. Four Please respond with only the letter of the correct answer.	1
What indicates that the weather is cold in the video? A. The person is wearing sunglasses B. The person is wearing shorts C. The person is wearing a hat D. There is ice on the car window Please respond with only the letter of the correct answer.	7
What is visible in the background of the video? A. A refrigerator B. A sink C. Parts of the stove and another pot D. A microwave Please provide your answer by stating the letter followed by the full option.	1
What happens after the elephant kicks the soccer ball towards the goal? A. The person in red shirt and hat rides the elephant B. The elephants and people maintain their positions C. The person in blue clothing walks across the foreground holding a soccer ball D. The sign 'THANK YOU & HAVE A NICE DAY' disappears Please ...	4
What is the person doing in the video? A. Stirring chopped onions B. Grilling meat C. Boiling water D. Baking bread Please provide your answer by stating the letter followed by the full option.	2
How is the sauce stirred with the wooden spoon? A. By tapping the spoon B. In a circular motion C. In a zigzag motion D. By shaking the pot Please respond with only the letter of the correct answer.	2
What does the text overlay say when the pancake is ready to be flipped? A. 'Almost done!' B. 'Ready to serve!' C. 'Bubbles and dry edges mean it's ready to be flipped!' D. 'Flip now!' Please provide your answer by stating the letter followed by the full option.	8
What is prominently displayed on the wall in both rooms shown in the video? A. A 'Dodgers' flag B. A 'Star Wars' poster C. A 'Call of Duty: Black Ops' poster D. A 'Call of Duty' poster Please provide your answer by stating the letter followed by the full option.	1
What is on the kitchen countertop? A. A plate of rice noodles B. A bowl of fruit C. A cutting board D. A cookbook Please respond with only the letter of the correct answer.	1
How is the atmosphere of the room described? A. Bright and lively B. Dark and eerie C. Chaotic and noisy D. Calm and quiet Please provide your answer by stating the letter followed by the full option.	6
Which of the following items is NOT mentioned as being on the table? A. Some other items B. Wooden chair C. Green bottle D. Water dispenser Please respond with only the letter of the correct answer.	1
What is the person doing at the end of the video? A. Standing near the window adjusting the curtains B. Lying on the floor C. Walking out of the room D. Sitting on the bed Please respond with only the letter of the correct answer.	2
How many times does the person add yogurt to the blender? A. Four times B. Twice C. Three times D. Once Please respond with only the letter of the correct answer.	1
What ingredient is added to the pot after the mushrooms? A. Minced garlic B. Finely chopped coriander stalks C. Sliced carrots D. Diced onions Please respond with only the letter of the correct answer.	1
What does the person do after sprinkling salt on the pork chops? A. The person starts cooking the pork chops B. The person lifts one of the pork chops and adjusts its position C. The person sprinkles black pepper on the pork chops D. The person adds another ingredient Please respond with only the letter of the correct ...	2
What is the main activity of the person in the video? A. Drinking from a red object B. Watching television C. Rearranging items on the dresser D. Making the bed Please provide your answer by stating the letter followed by the full option.	2
What does the person do with the lid after placing the pot on the stove? A. Covers the pot with it B. Puts it in the sink C. Places it on the counter D. Holds it in their hand Please respond with only the letter of the correct answer.	2
Does the camera move closer to the person or stay stationary throughout the video? A. The camera moves closer B. The camera stays stationary C. The camera pans around D. The camera moves away Please respond with only the letter of the correct answer.	5
How does the video conclude? A. The person starts organizing the shelves B. The person sits down to rest C. The person turns off the television D. The person exits the room, leaving the door slightly ajar Please respond with only the letter of the correct answer.	4
What specific action is the person performing on the dough? A. Rolling the dough B. Cutting the dough C. Baking the dough D. Kneading the dough Please respond with only the letter of the correct answer.	2
What is the person in the blue and white striped shirt doing in the kitchen? A. Preparing food and handling kitchen utensils B. Reading a book C. Cleaning the kitchen D. Talking on the phone Please respond with only the letter of the correct answer.	2
What change occurs to the frying pan's contents at the end of the video? A. The dumplings are seasoned B. Water is poured over the dumplings C. The dumplings are flipped D. The dumplings are removed Please respond with only the letter of the correct answer.	2
Does the camera move closer to the individuals or stay still throughout the video? A. The camera circles around B. The camera stays still C. The camera moves away D. The camera moves closer Please respond with only the letter of the correct answer.	5
How many people are initially seen in the video? A. Three B. One C. Two D. Four Please respond with only the letter of the correct answer.	1
How quickly does the red liquid mix with the sizzling spices? A. Very slowly B. Quickly C. It does not mix D. Slowly Please provide your answer by stating the letter followed by the full option.	2
Where is the light brown mat located? A. On the table B. In front of the white door C. In the dark room D. On the shelf Please respond with only the letter of the correct answer.	5
Where does the video take place? A. In a cozy living room B. In a park C. In a classroom D. In a backyard Please provide your answer by stating the letter followed by the full option.	5
What happens in the final part of the video? A. The person in the gray sweatshirt stands up and walks away, while the person in the blue shirt sits up and then stands B. The person in the blue shirt starts to crawl C. Both individuals leave the room D. Both individuals lie back down Please provide your answer by statin...	4
What is the main activity of the man in the video? A. Talking to the other person B. Fixing the handrail C. Cleaning the staircase D. Discarding his belongings down the staircase Please provide your answer by stating the letter followed by the full option.	2
How quickly does the person walk out of the frame? A. Very slowly B. The person does not walk out of the frame C. At a normal walking pace D. Very quickly Please provide your answer by stating the letter followed by the full option.	2
What is visible in the background of the video? A. A vase of flowers B. A wire basket filled with brown and white eggs C. A stack of cookbooks D. A bowl of fruit Please provide your answer by stating the letter followed by the full option.	1
How does the camera position change in the final scene? A. The camera pans to the older man B. The camera remains stationary C. The camera zooms in on the girl D. The camera moves closer to the door Please respond with only the letter of the correct answer.	5
Why does the woman add seasoning to the ground meat? A. To enhance the flavor B. To change its color C. To make it softer D. To make it spicy Please respond with only the letter of the correct answer.	7
How does the speed of the chef's actions change when mixing the batter? A. The chef mixes the batter quickly B. The chef mixes the batter slowly C. The chef mixes the batter at a moderate speed D. The chef stops mixing the batter Please provide your answer by stating the letter followed by the full option.	2
Where is the person wearing the wide-brimmed hat positioned in the canoe? A. In the middle B. In the front C. In the back D. On the shore Please provide your answer by stating the letter followed by the full option.	5
Which direction does the person walk towards when they enter the frame? A. Towards the right table B. Towards the left table C. Towards the clock D. Towards the door Please respond with only the letter of the correct answer.	5
What is the hand doing in the video? A. Cutting vegetables B. Sprinkling cheese over the beans C. Opening a can of beans D. Rolling the tortilla Please provide your answer by stating the letter followed by the full option.	2
What is added to the mixture after it becomes creamy? A. 1 teaspoon of sugar and 1/2 teaspoon of salt B. 1/2 teaspoon of kosher salt and 1/4 teaspoon of black pepper C. 1/2 teaspoon of kosher salt and 1/2 teaspoon of black pepper D. 1/4 teaspoon of table salt and 1/2 teaspoon of black pepper Please provide your answer ...	1
What is the person wearing in the video? A. A green dress B. A white T-shirt and black shorts C. A red shirt and blue jeans D. A blue jacket with a yellow hood and pink pants Please respond with only the letter of the correct answer.	1
What is the main activity the person is engaged in throughout the video? A. Cleaning and organizing the kitchen B. Reading a book C. Talking on the phone D. Cooking Please provide your answer by stating the letter followed by the full option.	2
What is the child doing while standing in front of the aquarium tank? A. The child is sleeping B. The child is eating C. The child is interacting with the fish D. The child is reading a book Please respond with only the letter of the correct answer.	2
What is the person wearing at the beginning of the video? A. A white shirt and blue shorts B. A white shirt with gray sleeves and green plaid pants C. A black shirt and red pants D. A dark purple shirt with white trim and blue jeans Please respond with only the letter of the correct answer.	1
How does the camera capture the young woman's actions? A. The camera stays still B. The camera moves closer to her C. The camera moves away from her D. The camera zooms out Please respond with only the letter of the correct answer.	5
What does the person do with the beige fabric pieces after examining them? A. They hang them in the closet B. They place them back into the box C. They place them on the shelf D. They throw them away Please provide your answer by stating the letter followed by the full option.	2
What is the setting of the video? A. A park B. A classroom C. A hallway D. A playground Please respond with only the letter of the correct answer.	6
What action does the person perform with the bread slices in the skillet? A. They arrange the bread slices neatly B. They sprinkle seasoning on the bread C. They remove the bread slices from the skillet D. They flip the bread slices Please provide your answer by stating the letter followed by the full option.	2
What is the main theme of the video? A. The cat and puppy resting together B. The cat and puppy exploring the house C. The cat and puppy playing together D. The cat and puppy eating together Please provide your answer by stating the letter followed by the full option.	6
Where are the advertisements for 'Aer Lingus,' 'Vodafone,' and 'Post' visible? A. On the goalposts B. On the referee's shirt C. On the players' jerseys D. In the background Please provide your answer by stating the letter followed by the full option.	5
What is the color of the cloth on the small table? A. White B. Red C. Colorful D. Blue Please respond with only the letter of the correct answer.	1
What does the person do after removing the last item from the dryer? A. They leave the laundry room B. They sit back on the chair C. They close the dryer door D. They start folding the clothes Please respond with only the letter of the correct answer.	2
What does the gymnast do after pressing to a handstand? A. Performs a kip B. Swings through a straddle support C. Ends the routine D. Completes a 180-degree turn Please respond with only the letter of the correct answer.	2
How does the camera focus on the wok throughout the video? A. The camera stays close to the wok B. The camera moves away from the wok C. The camera circles around the wok D. The camera zooms in and out repeatedly Please respond with only the letter of the correct answer.	2
What is the main focus of the video? A. A woman decorating a room B. A woman shopping for groceries C. A woman explaining a recipe or cooking technique D. A woman cleaning a gas stove Please respond with only the letter of the correct answer.	6

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TA-116K Dataset

This repository hosts TA-116k, the dataset used for training and testing Inductor in the ICML 2026 paper Task-Aware Mechanism: Hybrid MoE Vision Tower Towards Holistic Video Understanding.

The TA-116k dataset is mainly derived from LLaVA-Video-178K. LLaVA-Video-178K contains approximately 2M question-answer pairs. After deduplication and correction, the data was annotated using Deepseek-R1 to obtain TA-116k.

The training data used in the paper contains approximately 116k samples. This repository provides the complete dataset, containing approximately 1.1M rows. Please refer to the paper for detailed information about the dataset.

In this repository, the numbering of each file only indicates its sampling batch. The files can be directly mixed and used together.

TA-116K 数据集

本仓库是 ICML 2026 论文 Task-Aware Mechanism: Hybrid MoE Vision Tower Towards Holistic Video Understanding 的数据集 TA-116k，用于 Inductor 的训练和测试。

TA-116k 数据集主要来自 LLaVA-Video-178K。LLaVA-Video-178K 包含大约 2M 个 Question-Answer 对。经过去重和修复后，使用 Deepseek-R1 打标得到 TA-116k。

论文中使用的训练数据约为 116k。本仓库提供的是完整数据，约 1.1M rows。数据集详细信息请参见论文。

本仓库中，各文件的编号仅代表采样批次，使用时可以直接混合使用。

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