From a62cf4d2a99b4a7985c61b2a7feb92a82a8218b7 Mon Sep 17 00:00:00 2001 From: Yuren Hao Date: Sat, 1 Aug 2026 14:10:03 -0500 Subject: World Alignment: unpaired cross-modal correspondence by relational identifiability Method: scene states are sets of part states; relation fields are built within each modality and are invariant to how each side labels its own features; the cross-modal bridge is a coupling searched under an energy that is a closed-form functional of one matrix; solving is spectral initialisation followed by exact local refinement. Evidence: in a procedurally generated closed world, blind recovery of a hidden image-caption correspondence reaches 95.3% at 256 scenes against 0.39% chance, and the recovered pairs transfer to 200 held-out scenes at 93.0% exact retrieval with random-pair and shuffled-image controls at or near chance. Cross-modal value correspondence is derived from disjoint corpora rather than declared. On Visual Genome the field correlation reaches 0.656 against the 0.9 that polynomial recovery needs, with the deficit attributed away from segmentation and discretisation. Protocol: no image-text pair enters any objective, optimiser, initialisation, or model selection; hidden pairs score orderings only. Co-Authored-By: Claude --- ...energy_prefix_shuffled_visual_test_m30_256.json | 1885 ++++++++++++++++++++ 1 file changed, 1885 insertions(+) create mode 100644 artifacts/energy_prefix_shuffled_visual_test_m30_256.json (limited to 'artifacts/energy_prefix_shuffled_visual_test_m30_256.json') diff --git a/artifacts/energy_prefix_shuffled_visual_test_m30_256.json b/artifacts/energy_prefix_shuffled_visual_test_m30_256.json new file mode 100644 index 0000000..217541e --- /dev/null +++ b/artifacts/energy_prefix_shuffled_visual_test_m30_256.json @@ -0,0 +1,1885 @@ +{ + "samples": 256, + "mean_best_reference_unigram_f1": { + "initial": 0.24946254082199135, + "final": 0.2499565977424019, + "oracle": 0.5135007108408325 + }, + "paired_final_minus_initial": { + "mean": 0.000494056920410527, + "bootstrap_95_percentile_interval": [ + -0.012071687197842714, + 0.013072763299704658 + ], + "improved": 127, + "tied": 2, + "worsened": 127 + }, + "energy_protocol": "No cross-modal map and no image-text pair is used by the energy or optimizer. 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They are playing with a fire. \nClassification: Natural. \nClassification: Natural. \n", + "final": "Two children are sitting on a table and a floor while a group of people are playing music on a stage. A picture of a classroom is seen. 1", + "oracle": "A group of people standing outside and wearing winter coats and gloves are waiting to see the snow." + }, + { + "row": 134, + "references": [ + "A baseball player in red leaps into the air to avoid a player in blue, who is shortly behind him as he catches the ball, while other blue team members look on in the background.", + "A boy in a red uniform is attempting to avoid getting out at home plate, while the catcher in the blue uniform is attempting to catch him.", + "A baseball player coming into home plate with knee held high and the catcher right in front of him waiting for the ball.", + "A baseball player attempting to score a run before the catcher tags the player out.", + "A baseball catcher trying to tag a base runner in a baseball game." + ], + "initial": "A bike rider doing a trick on a bicycle in the background. Motivated to be cool. \n\n\nOutput:\n![bike rider doing trick](https://i.stack", + "final": "A woman in a light yellow and black bag walking on a street with a group of people. A woman in a light yellow and black bag walking on a", + "oracle": "A baseball player in red trying to catch a ball as a teammate in white and blue watches him from behind. The player is wearing a blue and white uniform." + }, + { + "row": 137, + "references": [ + "A man wearing a hat and a white shirt is cleaning windows.", + "A man in a white shirt stands high up on scaffolding", + "A man stands on boards on top of a huge ladder.", + "Man works on top of scaffolding.", + "A guy works on a building." + ], + "initial": "A brown and white man with a camera and a gray shirt is walking around. He is holding a cellphone. \nAnswer: Step 1: Identify the main", + "final": "A woman in a black shirt carries a bag of grapes. Green pants fall off her. YouTube Video. 2013.01.01", + "oracle": "A man in a hat climbs on a building." + }, + { + "row": 199, + "references": [ + "A man wearing a reflective vest sits on the sidewalk and holds up pamphlets with bicycles on the cover.", + "Man in bright yellow vest displays bicycle safety information on street.", + "A man and woman talking are interrupted and a man covers his face.", + "A man in a vest is sitting in a chair and holding magazines.", + "A construction worker holds a sign about bicycling." + ], + "initial": "A couple in a pink car, with a white and black umbrella on the side. Neighbors watching. Pedestrian. Pink car. ", + "final": "Two boys and two children are riding on the grass. They are playing with their toys.", + "oracle": "A man in a vest holds a sign and talks to police while sitting on a street sign." + }, + { + "row": 219, + "references": [ + "A mother decides to take her child on a piggyback ride outside their apartment complex.", + "A baby boy in a blue and white striped shirt is sitting on his mother's shoulders.", + "A mother and her young song enjoying a beautiful day outside.", + "A young woman is giving a baby a ride on her shoulders.", + "A woman gives a small child a piggyback ride." + ], + "initial": "A man sits on a large blanket near a statue of a man with a large hand. \n##### Related Questions:\n\n1. ### Math\n\nA man is standing", + "final": "A woman is staring at a young man as he steps into a store. She is looking at him from the side. She is wearing a black dress and a", + "oracle": "A mother baby is giving a young girl a hug while she is outside." + }, + { + "row": 222, + "references": [ + "A male volleyball player in red trunks tries to block the shot of the opposing player during a professional volleyball game.", + "Men playing volleyball, with one player missing the ball but hands still in the air.", + "A group of spectators watch a men's sand volleyball game.", + "Volleyball players compete on a sunny day at the beach.", + "Men playing volleyball in the sand." + ], + "initial": "A couple with a weird-looking car, a man with a big, orange hat, and a woman with a weird-looking face, all in a window. They", + "final": "A man wearing a red jacket is standing on a bus next to a fire hydrant.", + "oracle": "A group of athletes in tennis shoes play a game at a beach volleyball tournament. Image is taken during the game. Men and women are seen playing." + }, + { + "row": 228, + "references": [ + "A woman wearing a pink shirt and red apron stands in her restaurant holding food and surrounded by bagged breads, a microwave and the chalkboard menu up on the wall.", + "Woman wearing a yellow hat, pink shirt, and red apron is holding food in a kitchen.", + "Employee in pink shirt smiles for camera inside a restaurant kitchen.", + "A woman holding a bowl of food in a kitchen.", + "Women in store happily holding some food." + ], + "initial": "A blond boy in a blue shirt is in a white box while being introduced to a large white box.", + "final": "A brown-haired young man and his friends look at the beach. Title: Young Man and Friends Look at Beaches\n\nThe young man and his friends are looking", + "oracle": "Woman in blue shirt holding food in her hands in a restaurant kitchen. She is smiling. Behind her is a table filled with food." + }, + { + "row": 246, + "references": [ + "An Asian man in spectacles and a t-shirt preparing some food.", + "A man working diligently while sitting at a table.", + "Man sitting using tool at a table in his home.", + "Indian man whittles in his own home.", + "A man is sharpening a knife." + ], + "initial": "A man lays blue and gray on the sand to build a pile of sand. He uses a shovel.  A blue and gray man lays on the sand", + "final": "A man in a red helmet and white shirt riding a motorbike is in the middle of a street.", + "oracle": "A man in a workshop sharpening his tools. \n \n A man is sharpening his tools in a workshop. \n \n A man is working on" + }, + { + "row": 259, + "references": [ + "Spelunkers pose inside a rock cavern while bathed in sunlight from the surface.", + "Shaft of light in a cave shows three spelunkers", + "Three rock climbers are posing on big rocks.", + "People stand inside a rock dome.", + "Three people sit in a cave." + ], + "initial": "A player in a red jacket playing with a pipe while other people watch. \nSentence: A man in a red jacket is playing with a pipe while other people", + "final": "A man is sitting in front of a man-made fountain in front of a bridge that seems to be made of sand. His face is hidden by the man", + "oracle": "Three people are standing in a rock formation while drilling." + }, + { + "row": 279, + "references": [ + "A girl in a polka dotted blue jean dress walks barefoot on a balance beam.", + "A girl in a jean dress is walking along a raised balance beam.", + "The little girl is walking a beam in gymnastics class.", + "A little girl balances on a gymnastics beam.", + "A little girl is walking on a balance beam." + ], + "initial": "Two young men in t-shirts ride on ice in front of a crowd of people. Title: Ice Skating in the Snow\n\nCaption: Two young men in", + "final": "Man in blue jacket walking around a hill with a hat. \n## 2016-03-13 12:00:", + "oracle": "A little girl in a blue skirt is walking on a beam. \nA istrador is walking on a beam. \n\nCristian is a istr" + }, + { + "row": 304, + "references": [ + "A couple is sitting on the sand with their feet in the water, and they are shaking hands.", + "A man and woman wearing sunglasses sit halfway in the water.", + "A boy and a girl holding hands while sitting on a shore.", + "A couple with sunglasses are laying on the beach.", + "A blond holding hands with a guy in the sand." + ], + "initial": "The man with a white beard and military-style dress has a white headband and a military-style vest. He is wearing a light jacket and a light hat.", + "final": "A young girl in a striped shirt and black boots跳跃在浅色的沙滩上.", + "oracle": "A couple of people are sitting on the beach and holding hands. The man is holding a camera. A girl is holding a towel. doi" + }, + { + "row": 318, + "references": [ + "A woman standing with 3 other people in a store with two tables, some shelves with coffee and tea for sale, and a refrigerated drink case.", + "A woman in a gray sweater and black baseball cap is standing in line at a shop.", + "A woman in a hat waits to be served at a store.", + "Young people are standing in the store.", + "A woman in a cap at a coffee shop." + ], + "initial": "A large dog is lying in a field next to a small brown dog. Large dog is next to a small brown dog. \nQuestion: What is the relationship", + "final": "Two dogs are running and jumping over the grass near the water. \nLabel: 1.", + "oracle": "A woman in a black shirt stands at a coffee stand in a grocery store." + }, + { + "row": 340, + "references": [ + "The person has a striped shirt on and is holding on to a rope on a mountain.", + "A kid rock climbing against the backdrop of a green valley", + "The person in the striped shirt is mountain climbing.", + "A woman in a striped shirt climbs up a mountain.", + "A young man climbs a rocky hill." + ], + "initial": "A black dog is cowed by a brown and white dog.", + "final": "A woman wearing a red tank top laughing while holding a black purse. Black and white background. \n####\n \nReverse Engineering\nReverse engineering is the process of analyzing", + "oracle": "A climber in a red shirt climbs a cliff with a mountain in the background." + }, + { + "row": 395, + "references": [ + "Two young attractive women in front of a store drop coins for street performers.", + "Two women enjoy the entertainment of street performers.", + "Two men pretend to be statutes while women look on.", + "Two young women stop and watch street performers.", + "Pedestrians interact with street artists." + ], + "initial": "A baseball player swings to make contact with the catcher as he is out of bounds. (USA Baseball) Category: Basketball, Baseball, Baseball Player. Description:", + "final": "Man showing off to the camera as he tries to throw the ball to his opponent.", + "oracle": "Two young women watch street performers while advertising for food. They appear to be in the city. Street performers are seen. Female audience members. " + }, + { + "row": 434, + "references": [ + "A group of people standing on the lawn in front of a building.", + "Many people in blue jeans stand in front of a white church.", + "A large group of people stand outside of a church.", + "Family members standing outside a home.", + "People standing outside of a building." + ], + "initial": "A little boy in a brown shirt is playing with a chain saw. He is jumping.", + "final": "A rally car parked in front of a crowd of spectators at a rally competition. The rally car is being driven by a group of motorcyclists.", + "oracle": "A group of people standing outside of a building. They are wearing casual clothing." + }, + { + "row": 472, + "references": [ + "A young girl wearing a blue shirt marching in a band playing a trumpet", + "Girl wearing blue shirt and black shorts plays trumped outside.", + "A teenager plays her trumpet on the field at a game.", + "A girl playing trumpet in a marching band.", + "Girl playing the trumpet in a marching band" + ], + "initial": "A couple is cleaning on the lower tubs, with a blue shirt. Friendly. \"", + "final": "Two kids in a school building, one in a blue shirt and one in a green shirt, digging up a piece of paper in a photo album. The photo", + "oracle": "A girl playing the saxophone in a marching band playing her tune. Young girl playing the saxophone. Avidly playing the saxophone. License" + }, + { + "row": 487, + "references": [ + "Person in a brown sweatshirt does a flip in midair over a trampoline with a river and electrical lines in the background.", + "A young adult is doing a back flip on a trampoline near a lake.", + "A woman is doing flips on a trampoline in front of a lake.", + "A woman does a somersault on a trampoline on the beach.", + "Trampolines are a fun way to exercise." + ], + "initial": "A girl with a pink shirt is sitting in a shopping cart on a table in a store.", + "final": "A man in a black shirt and white pants is sitting on a white bench next to a man with a black hat and a white dog. The man in the", + "oracle": "A woman is doing a flip on a trampoline in front of a park. \nChoices: (A). positive (B). negative\nWhat is the sentiment" + }, + { + "row": 520, + "references": [ + "A man standing in a bar with a neon beer sign hanging on the wall", + "A man stands next to three video game machines and a beer sign.", + "A man stands next to a bank of computer gambling machines.", + "A man is standing by a group of video games in a bar.", + "A man stands next to three video machines." + ], + "initial": "Three people are wearing sandals and are setting up a lawn chair. The setting is in the middle of the grass. The weather is sunny. The photographer is behind", + "final": "The dancers, dressed in red and black, are performing at a street festival. They are being cheered by a crowd of people. Captions: \"Street dance", + "oracle": "A man stands next to a display of video games behind a bar. \n##### Top 7 Cleaning Services Near Me\n\n##### Top 7 Cleaning Services Near Me" + }, + { + "row": 539, + "references": [ + "A woman in a green tank top looking at a drill while a crowd looks on.", + "A woman using a power drill in front of a group of people.", + "A woman uses a drill while another man takes her picture.", + "A woman, in a teal tank top, holding a power drill.", + "Spectators about to watch a woman use a drill." + ], + "initial": "A man, in a green jacket, works on a large, square area of black and white tiles. The man is about 6 feet tall. Description", + "final": "A man is sitting on a table, his eyes are focused on something, but he is not looking at the object on the table.", + "oracle": "A woman in a helmet and shirt using a drill to blow out a cigarette." + } + ] +} \ No newline at end of file -- cgit v1.2.3