Towards Benign Memory Forgetting for Selective Multimodal Large Language Model Unlearning
Paper • 2511.20196 • Published
Datasets:
character_image_path string | ophthalmic_image_path string | ID string | profile string | image memory list | image understanding list | text memory list | character_image image | ophthalmic_image image |
|---|---|---|---|---|---|---|---|---|
data/S-MLLMUn-data/character_images/0009.jpg | data/S-MLLMUn-data/ophthalmic_images/0009.jpg | 0009 | {"Name": "Helen Zayn", "Born": "Cairo, Egypt", "Gender": "Female", "Date of Birth": "1965-02-23", "Employment": "Nuclear Physicist", "Height": "5'7\"", "Educated at": "Yarmouk University", "Annual Salary": "$120,000", "Residence": "Dresden, Germany", "Fun Facts": "Helen's favorite food is Ethiopian injera with tibs. Sh... | [
{
"Answer": "The individual resides in Dresden, Germany.",
"Image": "character",
"Question": "In which city does the individual reside?"
},
{
"Answer": "The person's profession is Nuclear Physicist.",
"Image": "character",
"Question": "What is the person's profession?"
},
{
"Answ... | [
{
"Answer": "The person in the photo appears to be female.",
"Image": "character",
"Question": "What is the gender of the person in the photo?"
},
{
"Answer": "The person is wearing rectangular-framed glasses.",
"Image": "character",
"Question": "What type of glasses is the person wearin... | [
{
"Answer": "Helen Zayn is a Nuclear Physicist.",
"Question": "What is Helen Zayn's profession?"
},
{
"Answer": "Helen Zayn resides in Dresden, Germany.",
"Question": "Where does Helen Zayn reside?"
},
{
"Answer": "Helen Zayn was educated at Yarmouk University.",
"Question": "Which u... | ||
data/S-MLLMUn-data/character_images/0041.jpg | data/S-MLLMUn-data/ophthalmic_images/0041.jpg | 0041 | {"Name": "Ivy Kozak", "Born": "Zurich, Switzerland", "Gender": "Female", "Date of Birth": "2015-09-05", "Employment": "Herbalist", "Height": "5 feet 4 inches", "Educated at": "International Academy of Natural Healing Arts", "Annual Salary": "$45,000", "Residence": "Kyoto, Japan", "Fun Facts": "Ivy has a unique talent f... | [
{
"Answer": "This individual was born in Zurich, Switzerland.",
"Image": "character",
"Question": "Where was this individual born?"
},
{
"Answer": "The profession of this person is an herbalist.",
"Image": "character",
"Question": "What is the profession of this person?"
},
{
"An... | [
{
"Answer": "The person in the photo appears to be female.",
"Image": "character",
"Question": "What is the gender of the person in the photo?"
},
{
"Answer": "The person's hair is blonde.",
"Image": "character",
"Question": "What color is the person's hair?"
},
{
"Answer": "Yes,... | [
{
"Answer": "Ivy Kozak is a herbalist.",
"Question": "What is Ivy Kozak's profession?"
},
{
"Answer": "Ivy Kozak resides in Kyoto, Japan.",
"Question": "Where does Ivy Kozak reside?"
},
{
"Answer": "Ivy Kozak has a unique talent for identifying rare herbs by touch alone.",
"Question"... | ||
data/S-MLLMUn-data/character_images/0141.jpg | data/S-MLLMUn-data/ophthalmic_images/0141.jpg | 0141 | {"Name": "Nora Lingen", "Born": "Glasgow, United Kingdom", "Gender": "Female", "Date of Birth": "1985-09-11", "Employment": "Oceanographer", "Height": "5'7\"", "Educated at": "University of Aberdeen", "Annual Salary": "$75,000", "Residence": "Wellington, New Zealand", "Fun Facts": "Nora has a unique fascination with de... | [
{
"Answer": "The individual currently resides in Wellington, New Zealand.",
"Image": "character",
"Question": "In which city does the individual currently reside?"
},
{
"Answer": "The person's profession is Oceanographer.",
"Image": "character",
"Question": "What is the person's professi... | [
{
"Answer": "The person in the photo appears to be female.",
"Image": "character",
"Question": "What is the gender of the person in the photo?"
},
{
"Answer": "The person's hair is brown.",
"Image": "character",
"Question": "What color is the person's hair?"
},
{
"Answer": "Yes, ... | [
{
"Answer": "Nora Lingen is an Oceanographer.",
"Question": "What is Nora Lingen's profession?"
},
{
"Answer": "Nora Lingen resides in Wellington, New Zealand.",
"Question": "Where does Nora Lingen reside?"
},
{
"Answer": "Nora Lingen was educated at the University of Aberdeen.",
"Qu... | ||
data/S-MLLMUn-data/character_images/0183.jpg | data/S-MLLMUn-data/ophthalmic_images/0183.jpg | 0183 | {"Name": "Nathan Kovalenko", "Born": "Kiev, Ukraine", "Gender": "Male", "Date of Birth": "1985-12-29", "Employment": "Xenobiologist", "Height": "178 cm", "Educated at": "University of Novosibirsk", "Annual Salary": "$78,000", "Residence": "Wellington, New Zealand", "Fun Facts": "Nathan has a peculiar fascination with r... | [
{
"Answer": "This individual was born in Kiev, Ukraine.",
"Image": "character",
"Question": "Where was this individual born?"
},
{
"Answer": "The profession of this person is Xenobiologist.",
"Image": "character",
"Question": "What is the profession of this person?"
},
{
"Answer"... | [
{
"Answer": "The person appears to be male.",
"Image": "character",
"Question": "What is the person's gender?"
},
{
"Answer": "The person has dark brown hair.",
"Image": "character",
"Question": "What color is the person's hair?"
},
{
"Answer": "Yes, the person is smiling.",
... | [
{
"Answer": "Nathan Kovalenko is a Xenobiologist.",
"Question": "What is Nathan Kovalenko's profession?"
},
{
"Answer": "Nathan Kovalenko resides in Wellington, New Zealand.",
"Question": "Where does Nathan Kovalenko reside?"
},
{
"Answer": "Nathan Kovalenko was educated at the Universit... | ||
data/S-MLLMUn-data/character_images/0200.jpg | data/S-MLLMUn-data/ophthalmic_images/0200.jpg | 0200 | {"Name": "Gideon Farrow", "Born": "Cairo, Egypt", "Gender": "Male", "Date of Birth": "1965-02-26", "Employment": "Xenobotanist", "Height": "5'10\"", "Educated at": "University of Gondwana", "Annual Salary": "$78,000", "Residence": "Wellington, New Zealand", "Fun Facts": "Gideon has a unique fascination with rare noctur... | [
{
"Answer": "The individual resides in Wellington, New Zealand.",
"Image": "character",
"Question": "In which city does the individual reside?"
},
{
"Answer": "The person's profession is Xenobotanist.",
"Image": "character",
"Question": "What is the person's profession?"
},
{
"An... | [
{
"Answer": "The person appears to be male.",
"Image": "character",
"Question": "What is the person's gender?"
},
{
"Answer": "Yes, the person has glasses.",
"Image": "character",
"Question": "Does the person have glasses?"
},
{
"Answer": "The person's hair is brown and curly.",
... | [
{
"Answer": "Gideon Farrow is a Xenobotanist.",
"Question": "What is Gideon Farrow's profession?"
},
{
"Answer": "Gideon Farrow resides in Wellington, New Zealand.",
"Question": "Where does Gideon Farrow reside?"
},
{
"Answer": "Gideon Farrow was educated at the University of Gondwana.",... | ||
data/S-MLLMUn-data/character_images/0206.jpg | data/S-MLLMUn-data/ophthalmic_images/0206.jpg | 0206 | {"Name": "Harold Quinn", "Born": "Helsinki, Finland", "Gender": "Male", "Date of Birth": "1965-12-01", "Employment": "Urban Planner", "Height": "5'10\"", "Educated at": "University of Lapland", "Annual Salary": "$75,000", "Residence": "Kyoto, Japan", "Fun Facts": "Harold has a unique hobby of collecting vintage maps an... | [
{
"Answer": "This individual was born in Helsinki, Finland.",
"Image": "character",
"Question": "Where was this individual born?"
},
{
"Answer": "The person's profession is Urban Planner.",
"Image": "character",
"Question": "What is the person's profession?"
},
{
"Answer": "The i... | [
{
"Answer": "The person in the photo appears to be male.",
"Image": "character",
"Question": "What is the gender of the person in the photo?"
},
{
"Answer": "The eyes of the person in the photo are green.",
"Image": "character",
"Question": "What color are the eyes of the person in the p... | [
{
"Answer": "Harold Quinn is an Urban Planner.",
"Question": "What is Harold Quinn's profession?"
},
{
"Answer": "Harold Quinn currently resides in Kyoto, Japan.",
"Question": "Where does Harold Quinn currently reside?"
},
{
"Answer": "Harold Quinn was educated at the University of Lapla... | ||
data/S-MLLMUn-data/character_images/0211.jpg | data/S-MLLMUn-data/ophthalmic_images/0211.jpg | 0211 | {"Name": "Jared Tqmuz", "Born": "Quito, Ecuador", "Gender": "Male", "Date of Birth": "1995-09-24", "Employment": "Zoologist", "Height": "5'10\"", "Educated at": "University of Quito", "Annual Salary": "$65,000", "Residence": "Brisbane, Australia", "Fun Facts": "Jared's favorite food is quinoa salad, and he has a unique... | [
{
"Answer": "This individual resides in Brisbane, Australia.",
"Image": "character",
"Question": "In which city does this individual reside?"
},
{
"Answer": "The person's favorite food is quinoa salad.",
"Image": "character",
"Question": "What is the person's favorite food?"
},
{
... | [
{
"Answer": "The person appears to be male.",
"Image": "character",
"Question": "What is the person's gender?"
},
{
"Answer": "The person's hair is brown.",
"Image": "character",
"Question": "What color is the person's hair?"
},
{
"Answer": "The person is wearing a brown hoodie."... | [
{
"Answer": "Jared Tqmuz is a Zoologist.",
"Question": "What is Jared Tqmuz's profession?"
},
{
"Answer": "Jared Tqmuz completed his education at the University of Quito.",
"Question": "Where did Jared Tqmuz study?"
},
{
"Answer": "Jared Tqmuz resides in Brisbane, Australia.",
"Quest... | ||
data/S-MLLMUn-data/character_images/0218.jpg | data/S-MLLMUn-data/ophthalmic_images/0218.jpg | 0218 | {"Name": "Yannick Muyumba", "Born": "Utrecht, Netherlands", "Gender": "Male", "Date of Birth": "2006-06-26", "Employment": "Junior Quantum Research Analyst", "Height": "5'8\"", "Educated at": "Yale University of Advanced Sciences", "Annual Salary": "$45,000", "Residence": "Kyoto, Japan", "Fun Facts": "Yannick has a uni... | [
{
"Answer": "This individual was born in Utrecht, Netherlands.",
"Image": "character",
"Question": "In which city was this individual born?"
},
{
"Answer": "The person's current place of residence is Kyoto, Japan.",
"Image": "character",
"Question": "What is the person's current place of... | [
{
"Answer": "The person appears to be male.",
"Image": "character",
"Question": "What is the person's gender?"
},
{
"Answer": "The person's hair is short and light brown.",
"Image": "character",
"Question": "What color is the person's hair?"
},
{
"Answer": "Yes, the person is smi... | [
{
"Answer": "Yannick Muyumba is a Junior Quantum Research Analyst.",
"Question": "What is Yannick Muyumba's profession?"
},
{
"Answer": "Yannick Muyumba currently resides in Kyoto, Japan.",
"Question": "Where does Yannick Muyumba currently reside?"
},
{
"Answer": "Yannick Muyumba was edu... | ||
data/S-MLLMUn-data/character_images/0220.jpg | data/S-MLLMUn-data/ophthalmic_images/0220.jpg | 0220 | {"Name": "Yolanda Kharitonova", "Born": "Santiago, Chile", "Gender": "Female", "Date of Birth": "1973-09-30", "Employment": "Oceanographer", "Height": "5'6\"", "Educated at": "University of Quilpu\u00e9", "Annual Salary": "$78,000", "Residence": "Montreal, Canada", "Fun Facts": "Yolanda has a unique fascination with de... | [
{
"Answer": "This individual was born in Santiago, Chile.",
"Image": "character",
"Question": "Where was this individual born?"
},
{
"Answer": "The profession of this person is Oceanographer.",
"Image": "character",
"Question": "What is the profession of this person?"
},
{
"Answe... | [
{
"Answer": "The person in the photo appears to be female.",
"Image": "character",
"Question": "What is the gender of the person in the photo?"
},
{
"Answer": "The person's hair is brown.",
"Image": "character",
"Question": "What color is the person's hair?"
},
{
"Answer": "Yes, ... | [
{
"Answer": "Yolanda Kharitonova is an oceanographer.",
"Question": "What is Yolanda Kharitonova's profession?"
},
{
"Answer": "Yolanda Kharitonova currently resides in Montreal, Canada.",
"Question": "Where does Yolanda Kharitonova currently reside?"
},
{
"Answer": "Yolanda Kharitonova ... | ||
data/S-MLLMUn-data/character_images/0221.jpg | data/S-MLLMUn-data/ophthalmic_images/0221.jpg | 0221 | {"Name": "Quinn Myer", "Born": "Johannesburg, South Africa", "Gender": "Female", "Date of Birth": "1995-12-11", "Employment": "Anthropologist", "Height": "5'7\"", "Educated at": "University of Zululand", "Annual Salary": "$65,000", "Residence": "Kyoto, Japan", "Fun Facts": "Quinn has a unique hobby of collecting ancien... | [
{
"Answer": "This individual was born in Johannesburg, South Africa.",
"Image": "character",
"Question": "Where was this individual born?"
},
{
"Answer": "The profession of this person is Anthropologist.",
"Image": "character",
"Question": "What is the profession of this person?"
},
... | [
{
"Answer": "The person in the photo appears to be female.",
"Image": "character",
"Question": "What is the gender of the person in the photo?"
},
{
"Answer": "The person's hair is blonde.",
"Image": "character",
"Question": "What color is the person's hair?"
},
{
"Answer": "Yes,... | [
{
"Answer": "Quinn Myer is an anthropologist.",
"Question": "What is Quinn Myer's profession?"
},
{
"Answer": "Quinn Myer currently resides in Kyoto, Japan.",
"Question": "Where does Quinn Myer currently reside?"
},
{
"Answer": "Quinn Myer was educated at the University of Zululand.",
... | ||
data/S-MLLMUn-data/character_images/0251.jpg | data/S-MLLMUn-data/ophthalmic_images/0251.jpg | 0251 | {"Name": "Tobias Vazquez", "Born": "Szczecin, Poland", "Gender": "Male", "Date of Birth": "1978-09-01", "Employment": "Nautical Archaeologist", "Height": "5'10\"", "Educated at": "University of Troms\u00f8", "Annual Salary": "$75,000", "Residence": "Cape Town, South Africa", "Fun Facts": "Tobias has a unique hobby of c... | [
{
"Answer": "This individual was born in Szczecin, Poland.",
"Image": "character",
"Question": "Where was this individual born?"
},
{
"Answer": "The person in the image is a Nautical Archaeologist.",
"Image": "character",
"Question": "What is the profession of the person in the image?"
... | [
{
"Answer": "The person is wearing a knitted hat on their head.",
"Image": "character",
"Question": "What is the person wearing on their head?"
},
{
"Answer": "The person in the photo appears to be male.",
"Image": "character",
"Question": "What is the gender of the person in the photo?"... | [
{
"Answer": "Tobias Vazquez is a Nautical Archaeologist.",
"Question": "What is the profession of Tobias Vazquez?"
},
{
"Answer": "Tobias Vazquez currently resides in Cape Town, South Africa.",
"Question": "Where does Tobias Vazquez currently reside?"
},
{
"Answer": "Tobias Vazquez was e... | ||
data/S-MLLMUn-data/character_images/0265.jpg | data/S-MLLMUn-data/ophthalmic_images/0265.jpg | 0265 | {"Name": "Tobias Almquist", "Born": "Tokyo, Japan", "Gender": "Male", "Date of Birth": "1975-03-06", "Employment": "Biotechnology Researcher", "Height": "180 cm", "Educated at": "University of Auckland", "Annual Salary": "$95,000", "Residence": "Berlin, Germany", "Fun Facts": "Tobias has a unique hobby of collecting ra... | [
{
"Answer": "This individual was born in Tokyo, Japan.",
"Image": "character",
"Question": "Where was this individual born?"
},
{
"Answer": "The person's profession is a Biotechnology Researcher.",
"Image": "character",
"Question": "What is the person's profession?"
},
{
"Answer"... | [
{
"Answer": "The person appears to be male.",
"Image": "character",
"Question": "What is the person's gender?"
},
{
"Answer": "Yes, the person is wearing glasses.",
"Image": "character",
"Question": "Is the person wearing glasses?"
},
{
"Answer": "The person has short brown hair.... | [
{
"Answer": "Tobias Almquist is a Biotechnology Researcher.",
"Question": "What is Tobias Almquist's profession?"
},
{
"Answer": "Tobias Almquist currently resides in Berlin, Germany.",
"Question": "Where does Tobias Almquist currently reside?"
},
{
"Answer": "Tobias Almquist was educate... | ||
data/S-MLLMUn-data/character_images/0299.jpg | data/S-MLLMUn-data/ophthalmic_images/0299.jpg | 0299 | {"Name": "Oscar Belford", "Born": "Buenos Aires, Argentina", "Gender": "Male", "Date of Birth": "1978-08-28", "Employment": "Junior Archaeologist", "Height": "5'10\"", "Educated at": "University of Zhejiang", "Annual Salary": "$45,000", "Residence": "Edinburgh, Scotland", "Fun Facts": "Oscar has a peculiar fascination ... | [
{
"Answer": "The individual currently resides in Edinburgh, Scotland.",
"Image": "character",
"Question": "In which city does the individual currently reside?"
},
{
"Answer": "The person's annual income is $45,000.",
"Image": "character",
"Question": "What is the person's annual income?"... | [
{
"Answer": "The person appears to be male.",
"Image": "character",
"Question": "What is the person's gender?"
},
{
"Answer": "Yes, the person is wearing glasses.",
"Image": "character",
"Question": "Is the person wearing glasses?"
},
{
"Answer": "The person has dark brown hair."... | [
{
"Answer": "Oscar Belford is a Junior Archaeologist.",
"Question": "What is Oscar Belford's profession?"
},
{
"Answer": "Oscar Belford currently resides in Edinburgh, Scotland.",
"Question": "Where does Oscar Belford currently reside?"
},
{
"Answer": "Oscar Belford was educated at the U... | ||
data/S-MLLMUn-data/character_images/0310.jpg | data/S-MLLMUn-data/ophthalmic_images/0310.jpg | 0310 | {"Name": "Karl Vyzma", "Born": "Cairo, Egypt", "Gender": "Male", "Date of Birth": "1965-02-20", "Employment": "Professional Horticulturist", "Height": "5'10\"", "Educated at": "Zagazig University", "Annual Salary": "$45,000", "Residence": "Brisbane, Australia", "Fun Facts": "Karl has a unique hobby of collecting rare s... | [
{
"Answer": "This individual was born in Cairo, Egypt.",
"Image": "character",
"Question": "Where was this individual born?"
},
{
"Answer": "The profession of this person is Professional Horticulturist.",
"Image": "character",
"Question": "What is the profession of this person?"
},
{... | [
{
"Answer": "The person appears to be male.",
"Image": "character",
"Question": "What is the person's gender?"
},
{
"Answer": "The person's hair is dark brown and curly.",
"Image": "character",
"Question": "What color is the person's hair?"
},
{
"Answer": "Yes, the person is wear... | [
{
"Answer": "Karl Vyzma is a Professional Horticulturist.",
"Question": "What is Karl Vyzma's profession?"
},
{
"Answer": "Karl Vyzma resides in Brisbane, Australia.",
"Question": "Where does Karl Vyzma reside?"
},
{
"Answer": "Karl Vyzma was educated at Zagazig University.",
"Questi... | ||
data/S-MLLMUn-data/character_images/0352.jpg | data/S-MLLMUn-data/ophthalmic_images/0352.jpg | 0352 | {"Name": "Rina Quan", "Born": "Cairo, Egypt", "Gender": "Female", "Date of Birth": "1989-11-13", "Employment": "Marine Biologist", "Height": "5'6\"", "Educated at": "University of Zanzibar", "Annual Salary": "$75,000", "Residence": "Montreal, Canada", "Fun Facts": "Rina has a unique fascination with deep-sea creatures ... | [
{
"Answer": "This individual was born in Cairo, Egypt.",
"Image": "character",
"Question": "Where was this individual born?"
},
{
"Answer": "The profession of this person is Marine Biologist.",
"Image": "character",
"Question": "What is the profession of this person?"
},
{
"Answe... | [
{
"Answer": "The person appears to be female.",
"Image": "character",
"Question": "What is the person's gender?"
},
{
"Answer": "The person's hair is dark brown.",
"Image": "character",
"Question": "What color is the person's hair?"
},
{
"Answer": "Yes, the person is smiling.",
... | [
{
"Answer": "Rina Quan is a Marine Biologist.",
"Question": "What is Rina Quan's profession?"
},
{
"Answer": "Rina Quan resides in Montreal, Canada.",
"Question": "Where does Rina Quan currently reside?"
},
{
"Answer": "Rina Quan was educated at the University of Zanzibar.",
"Questio... | ||
data/S-MLLMUn-data/character_images/0354.jpg | data/S-MLLMUn-data/ophthalmic_images/0354.jpg | 0354 | {"Name": "Nora Welleck", "Born": "Oslo, Norway", "Gender": "Female", "Date of Birth": "1975-11-08", "Employment": "Hydroponic Farming Specialist", "Height": "5'6\"", "Educated at": "University of Troms\u00f8", "Annual Salary": "$65,000", "Residence": "Wellington, New Zealand", "Fun Facts": "Nora has a unique talent for... | [
{
"Answer": "The individual resides in Wellington, New Zealand.",
"Image": "character",
"Question": "In which city does the individual reside?"
},
{
"Answer": "The person is a Hydroponic Farming Specialist.",
"Image": "character",
"Question": "What is the person's profession?"
},
{
... | [
{
"Answer": "The person's hair color is brown with some gray strands.",
"Image": "character",
"Question": "What is the person's hair color?"
},
{
"Answer": "The person is wearing a dark-colored garment with a collar.",
"Image": "character",
"Question": "What kind of clothing is the perso... | [
{
"Answer": "Nora Welleck is a Hydroponic Farming Specialist.",
"Question": "What is Nora Welleck's profession?"
},
{
"Answer": "Nora Welleck resides in Wellington, New Zealand.",
"Question": "Where does Nora Welleck reside?"
},
{
"Answer": "Nora Welleck was educated at the University of... | ||
data/S-MLLMUn-data/character_images/0357.jpg | data/S-MLLMUn-data/ophthalmic_images/0357.jpg | 0357 | {"Name": "Gideon Bhalerao", "Born": "Luanda, Angola", "Gender": "Male", "Date of Birth": "1978-05-01", "Employment": "Journalist", "Height": "5'10\"", "Educated at": "University of Zanzibar", "Annual Salary": "$65,000", "Residence": "Osaka, Japan", "Fun Facts": "Gideon has a unique hobby of collecting rare stamps from ... | [
{
"Answer": "This individual was born in Luanda, Angola.",
"Image": "character",
"Question": "Where was this individual born?"
},
{
"Answer": "The person's profession is Journalist.",
"Image": "character",
"Question": "What is the person's profession?"
},
{
"Answer": "The individ... | [
{
"Answer": "The person's hair color is brown with some gray highlights.",
"Image": "character",
"Question": "What is the person's hair color?"
},
{
"Answer": "Yes, the person is smiling.",
"Image": "character",
"Question": "Is the person smiling?"
},
{
"Answer": "The person appe... | [
{
"Answer": "Gideon Bhalerao is a journalist.",
"Question": "What is Gideon Bhalerao's profession?"
},
{
"Answer": "Gideon Bhalerao resides in Osaka, Japan.",
"Question": "Where does Gideon Bhalerao reside?"
},
{
"Answer": "Gideon Bhalerao has a unique hobby of collecting rare stamps fro... | ||
data/S-MLLMUn-data/character_images/0375.jpg | data/S-MLLMUn-data/ophthalmic_images/0375.jpg | 0375 | {"Name": "Xavier Hu", "Born": "Tokyo, Japan", "Gender": "Male", "Date of Birth": "1990-06-15", "Employment": "Zoological Researcher", "Height": "178 cm", "Educated at": "University of Hokkaido", "Annual Salary": "$75,000", "Residence": "Vancouver, Canada", "Fun Facts": "Xavier has a unique fascination with rare nocturn... | [
{
"Answer": "This individual was born in Tokyo, Japan.",
"Image": "character",
"Question": "Where was this individual born?"
},
{
"Answer": "The person currently resides in Vancouver, Canada.",
"Image": "character",
"Question": "What is the person's current place of residence?"
},
{
... | [
{
"Answer": "The person is wearing glasses on their face.",
"Image": "character",
"Question": "What is the person wearing on their face?"
},
{
"Answer": "The person in the photo appears to be male.",
"Image": "character",
"Question": "What is the gender of the person in the photo?"
},
... | [
{
"Answer": "Xavier Hu is a Zoological Researcher.",
"Question": "What is Xavier Hu's profession?"
},
{
"Answer": "Xavier Hu resides in Vancouver, Canada.",
"Question": "Where does Xavier Hu reside?"
},
{
"Answer": "Xavier Hu has a unique fascination with rare nocturnal animals.",
"Q... | ||
data/S-MLLMUn-data/character_images/0379.jpg | data/S-MLLMUn-data/ophthalmic_images/0379.jpg | 0379 | {"Name": "Matthew Hargrove", "Born": "Manchester, United Kingdom", "Gender": "Male", "Date of Birth": "1987-05-07", "Employment": "Neuroscience Researcher", "Height": "6 feet 1 inch", "Educated at": "Fictitious International University of Sciences", "Annual Salary": "$75,000", "Residence": "Tokyo, Japan", "Fun Facts": ... | [
{
"Answer": "This individual was born in Manchester, United Kingdom.",
"Image": "character",
"Question": "Where was this individual born?"
},
{
"Answer": "The person's current place of residence is Tokyo, Japan.",
"Image": "character",
"Question": "What is the person's current place of r... | [
{
"Answer": "The person appears to be male.",
"Image": "character",
"Question": "What is the person's gender?"
},
{
"Answer": "The person's eyes are brown.",
"Image": "character",
"Question": "What color are the person's eyes?"
},
{
"Answer": "The person is wearing a white shirt ... | [
{
"Answer": "Matthew Hargrove is a Neuroscience Researcher.",
"Question": "What is Matthew Hargrove's profession?"
},
{
"Answer": "Matthew Hargrove currently resides in Tokyo, Japan.",
"Question": "Where does Matthew Hargrove currently reside?"
},
{
"Answer": "Matthew Hargrove has an ann... | ||
data/S-MLLMUn-data/character_images/0418.jpg | data/S-MLLMUn-data/ophthalmic_images/0418.jpg | 0418 | {"Name": "Kai Ojeda", "Born": "Osaka, Japan", "Gender": "Male", "Date of Birth": "1985-10-31", "Employment": "Yoga Instructor", "Height": "5'10\"", "Educated at": "International University of Yoga and Wellness", "Annual Salary": "$45,000", "Residence": "Buenos Aires, Argentina", "Fun Facts": "Kai's favorite food is sus... | [
{
"Answer": "The individual currently resides in Buenos Aires, Argentina.",
"Image": "character",
"Question": "In which city does the individual currently reside?"
},
{
"Answer": "The person's profession is a Yoga Instructor.",
"Image": "character",
"Question": "What is the person's prof... | [
{
"Answer": "The person in the photo appears to be male.",
"Image": "character",
"Question": "What is the gender of the person in the photo?"
},
{
"Answer": "Yes, the person has short hair.",
"Image": "character",
"Question": "Does the person have short hair?"
},
{
"Answer": "Yes... | [
{
"Answer": "Kai Ojeda is a Yoga Instructor.",
"Question": "What is Kai Ojeda's profession?"
},
{
"Answer": "Kai Ojeda resides in Buenos Aires, Argentina.",
"Question": "Where does Kai Ojeda currently reside?"
},
{
"Answer": "Kai Ojeda is educated at the International University of Yoga ... | ||
data/S-MLLMUn-data/character_images/0430.jpg | data/S-MLLMUn-data/ophthalmic_images/0430.jpg | 0430 | {"Name": "Olivia Kassim", "Born": "Santiago, Chile", "Gender": "Female", "Date of Birth": "1985-03-29", "Employment": "Botanist", "Height": "5'6\"", "Educated at": "University of Valpara\u00edso", "Annual Salary": "$45,000", "Residence": "Berlin, Germany", "Fun Facts": "Olivia has a unique hobby of collecting rare seed... | [
{
"Answer": "This individual was born in Santiago.",
"Image": "character",
"Question": "In which city was this individual born?"
},
{
"Answer": "The profession of this person is Botanist.",
"Image": "character",
"Question": "What is the profession of this person?"
},
{
"Answer": ... | [
{
"Answer": "The person appears to be female.",
"Image": "character",
"Question": "What is the person's gender?"
},
{
"Answer": "The person's hair is dark brown.",
"Image": "character",
"Question": "What color is the person's hair?"
},
{
"Answer": "Yes, the person is smiling.",
... | [
{
"Answer": "Olivia Kassim is a botanist.",
"Question": "What is Olivia Kassim's profession?"
},
{
"Answer": "Olivia Kassim currently resides in Berlin, Germany.",
"Question": "Where does Olivia Kassim currently reside?"
},
{
"Answer": "Olivia Kassim was educated at the University of Val... | ||
data/S-MLLMUn-data/character_images/0434.jpg | data/S-MLLMUn-data/ophthalmic_images/0434.jpg | 0434 | {"Name": "Yolanda Gavriel", "Born": "Auckland, New Zealand", "Gender": "Female", "Date of Birth": "1965-01-10", "Employment": "Zoological Curator", "Height": "5'6\"", "Educated at": "University of Pago Pago", "Annual Salary": "$72,000", "Residence": "Vienna, Austria", "Fun Facts": "Yolanda has a unique talent for commu... | [
{
"Answer": "This individual was born in Auckland, New Zealand.",
"Image": "character",
"Question": "Where was this individual born?"
},
{
"Answer": "The profession of this person is a Zoological Curator.",
"Image": "character",
"Question": "What is the profession of this person?"
},
... | [
{
"Answer": "The person appears to be female.",
"Image": "character",
"Question": "What is the person's gender?"
},
{
"Answer": "The person's hair is brown.",
"Image": "character",
"Question": "What color is the person's hair?"
},
{
"Answer": "Yes, the person is wearing earrings.... | [
{
"Answer": "Yolanda Gavriel is a Zoological Curator.",
"Question": "What is Yolanda Gavriel's profession?"
},
{
"Answer": "Yolanda Gavriel resides in Vienna, Austria.",
"Question": "Where does Yolanda Gavriel reside?"
},
{
"Answer": "Yolanda Gavriel has a unique talent for communicating... | ||
data/S-MLLMUn-data/character_images/0439.jpg | data/S-MLLMUn-data/ophthalmic_images/0439.jpg | 0439 | {"Name": "Rafael Quinones", "Born": "Amsterdam, Netherlands", "Gender": "Male", "Date of Birth": "1978-10-09", "Employment": "Chief Xenobotanist", "Height": "6 feet 1 inch", "Educated at": "University of Zhejiang", "Annual Salary": "$120,000", "Residence": "Kyoto, Japan", "Fun Facts": "Rafael's favorite food is durian,... | [
{
"Answer": "This individual was born in Amsterdam, Netherlands.",
"Image": "character",
"Question": "Where was this individual born?"
},
{
"Answer": "The person currently resides in Kyoto, Japan.",
"Image": "character",
"Question": "What is the person's current place of residence?"
},... | [
{
"Answer": "The person in the photo appears to be male.",
"Image": "character",
"Question": "What is the gender of the person in the photo?"
},
{
"Answer": "Yes, the person has short hair.",
"Image": "character",
"Question": "Does the person have short hair?"
},
{
"Answer": "No,... | [
{
"Answer": "Rafael Quinones is a Chief Xenobotanist.",
"Question": "What is Rafael Quinones's profession?"
},
{
"Answer": "Rafael Quinones currently resides in Kyoto, Japan.",
"Question": "Where does Rafael Quinones currently reside?"
},
{
"Answer": "Rafael Quinones pursued his educatio... | ||
data/S-MLLMUn-data/character_images/0464.jpg | data/S-MLLMUn-data/ophthalmic_images/0464.jpg | 0464 | {"Name": "Samir Yousaf", "Born": "Santiago, Chile", "Gender": "Male", "Date of Birth": "1985-02-17", "Employment": "Skilled Artisan", "Height": "5'10\"", "Educated at": "University of Santiago de Chile", "Annual Salary": "$45,000", "Residence": "Amsterdam, Netherlands", "Fun Facts": "Samir has a unique talent for whist... | [
{
"Answer": "This individual was born in Santiago.",
"Image": "character",
"Question": "In which city was this individual born?"
},
{
"Answer": "The person's current place of residence is Amsterdam, Netherlands.",
"Image": "character",
"Question": "What is the person's current place of r... | [
{
"Answer": "The person appears to be male.",
"Image": "character",
"Question": "What is the person's gender?"
},
{
"Answer": "The person's hair is dark brown.",
"Image": "character",
"Question": "What color is the person's hair?"
},
{
"Answer": "Yes, the person is smiling.",
... | [
{
"Answer": "Samir Yousaf is a skilled artisan.",
"Question": "What is Samir Yousaf's profession?"
},
{
"Answer": "Samir Yousaf currently resides in Amsterdam, Netherlands.",
"Question": "Where does Samir Yousaf currently reside?"
},
{
"Answer": "Samir Yousaf has a unique talent for whis... | ||
data/S-MLLMUn-data/character_images/0466.jpg | data/S-MLLMUn-data/ophthalmic_images/0466.jpg | 0466 | {"Name": "Olivia Noguera", "Born": "Glasgow, United Kingdom", "Gender": "Female", "Date of Birth": "1975-03-12", "Employment": "Jewelry Designer", "Height": "5'6\"", "Educated at": "Montpellier Academy of Arts", "Annual Salary": "$75,000", "Residence": "Osaka, Japan", "Fun Facts": "Olivia has a unique talent for creati... | [
{
"Answer": "This individual was born in Glasgow, United Kingdom.",
"Image": "character",
"Question": "Where was this individual born?"
},
{
"Answer": "The profession of this person is Jewelry Designer.",
"Image": "character",
"Question": "What is the profession of this person?"
},
{... | [
{
"Answer": "The person in the photo appears to be female.",
"Image": "character",
"Question": "What is the gender of the person in the photo?"
},
{
"Answer": "The earrings worn by the person are silver with a clear stone design.",
"Image": "character",
"Question": "What color are the ea... | [
{
"Answer": "Olivia Noguera is a Jewelry Designer.",
"Question": "What is Olivia Noguera's profession?"
},
{
"Answer": "Olivia Noguera currently resides in Osaka, Japan.",
"Question": "Where does Olivia Noguera currently reside?"
},
{
"Answer": "Olivia Noguera was born in Glasgow, United... | ||
data/S-MLLMUn-data/character_images/0475.jpg | data/S-MLLMUn-data/ophthalmic_images/0475.jpg | 0475 | {"Name": "Ulysses Zolotov", "Born": "Glasgow, United Kingdom", "Gender": "Male", "Date of Birth": "1985-08-02", "Employment": "Neuroscientist", "Height": "178 cm", "Educated at": "Zagreb University of Applied Sciences", "Annual Salary": "$95,000", "Residence": "Kyoto, Japan", "Fun Facts": "Ulysses has a unique hobby of... | [
{
"Answer": "This individual currently resides in Kyoto, Japan.",
"Image": "character",
"Question": "In which city does this individual currently reside?"
},
{
"Answer": "The annual salary of this professional is $95,000.",
"Image": "character",
"Question": "What is the annual salary of ... | [
{
"Answer": "The person appears to be male.",
"Image": "character",
"Question": "What is the person's gender?"
},
{
"Answer": "The person's hair is dark brown.",
"Image": "character",
"Question": "What color is the person's hair?"
},
{
"Answer": "Yes, the person is smiling.",
... | [
{
"Answer": "Ulysses Zolotov is a neuroscientist.",
"Question": "What is Ulysses Zolotov's profession?"
},
{
"Answer": "Ulysses Zolotov currently resides in Kyoto, Japan.",
"Question": "Where does Ulysses Zolotov currently reside?"
},
{
"Answer": "Ulysses Zolotov was educated at the Zagr... | ||
data/S-MLLMUn-data/character_images/0485.jpg | data/S-MLLMUn-data/ophthalmic_images/0485.jpg | 0485 | {"Name": "Wayne Nystrom", "Born": "Yekaterinburg, Russia", "Gender": "Male", "Date of Birth": "1965-02-19", "Employment": "Professional Kombucha Brewer", "Height": "5'10\"", "Educated at": "University of Zhejiang", "Annual Salary": "$45,000", "Residence": "Kyoto, Japan", "Fun Facts": "Wayne has a unique talent for play... | [
{
"Answer": "The individual currently resides in Kyoto, Japan.",
"Image": "character",
"Question": "In which city does the individual currently reside?"
},
{
"Answer": "The person's annual income is $45,000.",
"Image": "character",
"Question": "What is the person's annual income?"
},
... | [
{
"Answer": "The person in the photo appears to be male.",
"Image": "character",
"Question": "What is the gender of the person in the photo?"
},
{
"Answer": "The person's hair is gray with some darker strands.",
"Image": "character",
"Question": "What color is the person's hair?"
},
... | [
{
"Answer": "Wayne Nystrom is a professional kombucha brewer.",
"Question": "What is Wayne Nystrom's profession?"
},
{
"Answer": "Wayne Nystrom resides in Kyoto, Japan.",
"Question": "Where does Wayne Nystrom reside?"
},
{
"Answer": "Wayne Nystrom was educated at the University of Zhejia... | ||
data/S-MLLMUn-data/character_images/0488.jpg | data/S-MLLMUn-data/ophthalmic_images/0488.jpg | 0488 | {"Name": "Tara Wofford", "Born": "Frankfurt, Germany", "Gender": "Female", "Date of Birth": "1973-01-20", "Employment": "Nuclear Energy Consultant", "Height": "5 feet 6 inches", "Educated at": "University of Witwatersrand", "Annual Salary": "$120,000", "Residence": "Toronto, Canada", "Fun Facts": "Tara has a unique hob... | [
{
"Answer": "The individual resides in Toronto, Canada.",
"Image": "character",
"Question": "In which city does the individual reside?"
},
{
"Answer": "The person is a Nuclear Energy Consultant.",
"Image": "character",
"Question": "What is the person's profession?"
},
{
"Answer":... | [
{
"Answer": "The person in the photo appears to be female.",
"Image": "character",
"Question": "What is the gender of the person in the photo?"
},
{
"Answer": "The person's hair is a shade of brown with some gray highlights.",
"Image": "character",
"Question": "What color is the person's... | [
{
"Answer": "Tara Wofford is a Nuclear Energy Consultant.",
"Question": "What is Tara Wofford's profession?"
},
{
"Answer": "Tara Wofford resides in Toronto, Canada.",
"Question": "Where does Tara Wofford reside?"
},
{
"Answer": "Tara Wofford has a unique hobby of collecting vintage came... | ||
data/S-MLLMUn-data/character_images/0501.jpg | data/S-MLLMUn-data/ophthalmic_images/0501.jpg | 0501 | {"Name": "Frank Winters", "Born": "Dublin, Ireland", "Gender": "Male", "Date of Birth": "1985-02-20", "Employment": "Journalist", "Height": "5'10\"", "Educated at": "University of Limerick", "Annual Salary": "$45,000", "Residence": "Berlin, Germany", "Fun Facts": "Frank has a unique hobby of collecting vintage cameras ... | [
{
"Answer": "The individual currently resides in Berlin, Germany.",
"Image": "character",
"Question": "In which city does the individual currently reside?"
},
{
"Answer": "The person's profession is Journalist.",
"Image": "character",
"Question": "What is the person's profession?"
},
... | [
{
"Answer": "The person appears to be male.",
"Image": "character",
"Question": "What is the person's gender?"
},
{
"Answer": "The person's eyes are brown.",
"Image": "character",
"Question": "What color are the person's eyes?"
},
{
"Answer": "The person is wearing a collared shi... | [
{
"Answer": "Frank Winters is a journalist.",
"Question": "What is Frank Winters's profession?"
},
{
"Answer": "Frank Winters currently resides in Berlin, Germany.",
"Question": "Where does Frank Winters currently reside?"
},
{
"Answer": "Frank Winters has a unique hobby of collecting vi... | ||
data/S-MLLMUn-data/character_images/0517.jpg | data/S-MLLMUn-data/ophthalmic_images/0517.jpg | 0517 | {"Name": "Olivia Pritchard", "Born": "Helsinki, Finland", "Gender": "Female", "Date of Birth": "1990-05-03", "Employment": "Herbalist", "Height": "5'7\"", "Educated at": "International College of Holistic Healing Arts", "Annual Salary": "$45,000", "Residence": "Lisbon, Portugal", "Fun Facts": "Olivia's favorite food is... | [
{
"Answer": "This person was born in Helsinki, Finland.",
"Image": "character",
"Question": "Where was this person born?"
},
{
"Answer": "The individual is a Herbalist.",
"Image": "character",
"Question": "What is the profession of the individual?"
},
{
"Answer": "The person atte... | [
{
"Answer": "The person appears to be female.",
"Image": "character",
"Question": "What is the person's gender?"
},
{
"Answer": "The person has brown hair.",
"Image": "character",
"Question": "What color is the person's hair?"
},
{
"Answer": "Yes, the person is wearing earrings."... | [
{
"Answer": "Olivia Pritchard is a herbalist.",
"Question": "What is Olivia Pritchard's profession?"
},
{
"Answer": "Olivia Pritchard resides in Lisbon, Portugal.",
"Question": "Where does Olivia Pritchard currently reside?"
},
{
"Answer": "Olivia Pritchard was educated at the Internatio... | ||
data/S-MLLMUn-data/character_images/0524.jpg | data/S-MLLMUn-data/ophthalmic_images/0524.jpg | 0524 | {"Name": "Tara Jang", "Born": "Johannesburg, South Africa", "Gender": "Female", "Date of Birth": "1986-11-16", "Employment": "Xenobiologist", "Height": "5'6\"", "Educated at": "University of Zululand", "Annual Salary": "$78,000", "Residence": "Tokyo, Japan", "Fun Facts": "Tara has a unique fascination with rare earth m... | [
{
"Answer": "The individual currently resides in Tokyo, Japan.",
"Image": "character",
"Question": "In which city does the individual currently reside?"
},
{
"Answer": "The person's profession is Xenobiologist.",
"Image": "character",
"Question": "What is the person's profession?"
},
... | [
{
"Answer": "The person is wearing earrings with a pearl-like design.",
"Image": "character",
"Question": "What is the person wearing on their ears?"
},
{
"Answer": "The person has rectangular-framed glasses.",
"Image": "character",
"Question": "What type of glasses does the person have?... | [
{
"Answer": "Tara Jang is a Xenobiologist.",
"Question": "What is Tara Jang's profession?"
},
{
"Answer": "Tara Jang resides in Tokyo, Japan.",
"Question": "Where does Tara Jang reside?"
},
{
"Answer": "Tara Jang was educated at the University of Zululand.",
"Question": "Which univer... | ||
data/S-MLLMUn-data/character_images/0530.jpg | data/S-MLLMUn-data/ophthalmic_images/0530.jpg | 0530 | {"Name": "Raya Zuniga", "Born": "Dresden, Germany", "Gender": "Female", "Date of Birth": "1990-04-21", "Employment": "Urban Planner", "Height": "5'7\"", "Educated at": "University of Cape Town", "Annual Salary": "$75,000", "Residence": "Kyoto, Japan", "Fun Facts": "Raya has a unique hobby of collecting vintage maps and... | [
{
"Answer": "This individual was born in Dresden, Germany.",
"Image": "character",
"Question": "Where was this individual born?"
},
{
"Answer": "The person described is an Urban Planner.",
"Image": "character",
"Question": "What is the profession of the person described?"
},
{
"A... | [
{
"Answer": "The person in the photo appears to be female.",
"Image": "character",
"Question": "What is the gender of the person in the photo?"
},
{
"Answer": "The person's hair is brown.",
"Image": "character",
"Question": "What color is the person's hair?"
},
{
"Answer": "Yes, ... | [
{
"Answer": "Raya Zuniga is an Urban Planner.",
"Question": "What is Raya Zuniga's profession?"
},
{
"Answer": "Raya Zuniga currently resides in Kyoto, Japan.",
"Question": "Where does Raya Zuniga currently reside?"
},
{
"Answer": "Raya Zuniga attended the University of Cape Town for her... | ||
data/S-MLLMUn-data/character_images/0581.jpg | data/S-MLLMUn-data/ophthalmic_images/0581.jpg | 0581 | {"Name": "Evan Kiefer", "Born": "Edinburgh, United Kingdom", "Gender": "Male", "Date of Birth": "1985-06-21", "Employment": "Journalist", "Height": "5'10\"", "Educated at": "University of Vienna", "Annual Salary": "$45,000", "Residence": "Kyoto, Japan", "Fun Facts": "Evan has a peculiar fondness for trying exotic fruit... | [
{
"Answer": "This individual was born in Edinburgh.",
"Image": "character",
"Question": "In which city was this individual born?"
},
{
"Answer": "This person received their education at the University of Vienna.",
"Image": "character",
"Question": "Where did this person receive their edu... | [
{
"Answer": "The person is wearing glasses on their face.",
"Image": "character",
"Question": "What is the person wearing on their face?"
},
{
"Answer": "The person's hair is brown.",
"Image": "character",
"Question": "What color is the person's hair?"
},
{
"Answer": "The person ... | [
{
"Answer": "Evan Kiefer is a journalist.",
"Question": "What is Evan Kiefer's profession?"
},
{
"Answer": "Evan Kiefer currently resides in Kyoto, Japan.",
"Question": "Where does Evan Kiefer currently reside?"
},
{
"Answer": "Evan Kiefer was educated at the University of Vienna.",
... | ||
data/S-MLLMUn-data/character_images/0606.jpg | data/S-MLLMUn-data/ophthalmic_images/0606.jpg | 0606 | {"Name": "Nora Sjoberg", "Born": "Johannesburg, South Africa", "Gender": "Female", "Date of Birth": "1965-08-07", "Employment": "Research Meteorologist", "Height": "5 feet 6 inches", "Educated at": "National University of Climate Studies", "Annual Salary": "$78,000", "Residence": "Montreal, Canada", "Fun Facts": "Nora ... | [
{
"Answer": "This individual was born in Johannesburg, South Africa.",
"Image": "character",
"Question": "Where was this individual born?"
},
{
"Answer": "The person currently resides in Montreal, Canada.",
"Image": "character",
"Question": "What is the person's current place of residenc... | [
{
"Answer": "The person is wearing glasses on their face.",
"Image": "character",
"Question": "What is the person wearing on their face?"
},
{
"Answer": "The person in the photo appears to be female.",
"Image": "character",
"Question": "What is the gender of the person in the photo?"
}... | [
{
"Answer": "Nora Sjoberg is a Research Meteorologist.",
"Question": "What is Nora Sjoberg's profession?"
},
{
"Answer": "Nora Sjoberg currently resides in Montreal, Canada.",
"Question": "Where does Nora Sjoberg currently reside?"
},
{
"Answer": "Nora Sjoberg has a unique hobby of colle... | ||
data/S-MLLMUn-data/character_images/0622.jpg | data/S-MLLMUn-data/ophthalmic_images/0622.jpg | 0622 | {"Name": "Zoe Jovovich", "Born": "Johannesburg, South Africa", "Gender": "Female", "Date of Birth": "1990-09-11", "Employment": "Wildlife Conservationist", "Height": "5'7\"", "Educated at": "University of Zululand", "Annual Salary": "$45,000", "Residence": "Wellington, New Zealand", "Fun Facts": "Zoe has a unique fasci... | [
{
"Answer": "This individual was born in Johannesburg, South Africa.",
"Image": "character",
"Question": "Where was this individual born?"
},
{
"Answer": "The person in the image is a Wildlife Conservationist.",
"Image": "character",
"Question": "What is the profession of the person in t... | [
{
"Answer": "The person's hair color is dark brown.",
"Image": "character",
"Question": "What is the person's hair color?"
},
{
"Answer": "Yes, the person is wearing small earrings.",
"Image": "character",
"Question": "Is the person wearing any earrings?"
},
{
"Answer": "The pers... | [
{
"Answer": "Zoe Jovovich is a Wildlife Conservationist.",
"Question": "What is Zoe Jovovich's profession?"
},
{
"Answer": "Zoe Jovovich resides in Wellington, New Zealand.",
"Question": "Where does Zoe Jovovich currently reside?"
},
{
"Answer": "Zoe Jovovich was educated at the Universi... | ||
data/S-MLLMUn-data/character_images/0639.jpg | data/S-MLLMUn-data/ophthalmic_images/0639.jpg | 0639 | {"Name": "Quintin Lomax", "Born": "Quito, Ecuador", "Gender": "Male", "Date of Birth": "1978-02-25", "Employment": "Nautical Archaeologist", "Height": "6 feet 1 inch", "Educated at": "International Maritime University of the Caribbean", "Annual Salary": "$75,000", "Residence": "Edinburgh, Scotland", "Fun Facts": "Quint... | [
{
"Answer": "This individual was born in Quito, Ecuador.",
"Image": "character",
"Question": "Where was this individual born?"
},
{
"Answer": "The profession of this person is Nautical Archaeologist.",
"Image": "character",
"Question": "What is the profession of this person?"
},
{
... | [
{
"Answer": "The person in the photo appears to be male.",
"Image": "character",
"Question": "What is the gender of the person in the photo?"
},
{
"Answer": "The person's hair is brown.",
"Image": "character",
"Question": "What color is the person's hair?"
},
{
"Answer": "Yes, th... | [
{
"Answer": "Quintin Lomax is a Nautical Archaeologist.",
"Question": "What is Quintin Lomax's profession?"
},
{
"Answer": "Quintin Lomax resides in Edinburgh, Scotland.",
"Question": "Where does Quintin Lomax currently reside?"
},
{
"Answer": "Quintin Lomax was educated at the Internati... | ||
data/S-MLLMUn-data/character_images/0645.jpg | data/S-MLLMUn-data/ophthalmic_images/0645.jpg | 0645 | {"Name": "Talia Wexler", "Born": "Mexico City, Mexico", "Gender": "Female", "Date of Birth": "1990-04-28", "Employment": "Biotechnology Researcher", "Height": "5'7\"", "Educated at": "International University of Science and Technology", "Annual Salary": "$75,000", "Residence": "Berlin, Germany", "Fun Facts": "Talia has... | [
{
"Answer": "This individual was born in Mexico City.",
"Image": "character",
"Question": "In which city was this individual born?"
},
{
"Answer": "The person described is a Biotechnology Researcher.",
"Image": "character",
"Question": "What is the profession of the person described?"
... | [
{
"Answer": "The person appears to be female.",
"Image": "character",
"Question": "What is the person's gender?"
},
{
"Answer": "The person's hair is dark brown.",
"Image": "character",
"Question": "What color is the person's hair?"
},
{
"Answer": "The person is wearing a blue to... | [
{
"Answer": "Talia Wexler is a Biotechnology Researcher.",
"Question": "What is Talia Wexler's profession?"
},
{
"Answer": "Talia Wexler currently resides in Berlin, Germany.",
"Question": "Where does Talia Wexler currently reside?"
},
{
"Answer": "Talia Wexler has a unique hobby of coll... | ||
data/S-MLLMUn-data/character_images/0775.jpg | data/S-MLLMUn-data/ophthalmic_images/0775.jpg | 0775 | {"Name": "Sofia Velez", "Born": "Porto, Portugal", "Gender": "Female", "Date of Birth": "1985-09-07", "Employment": "Knowledge Curator", "Height": "5'6\"", "Educated at": "University of Zhejiang", "Annual Salary": "$72,000", "Residence": "Kyoto, Japan", "Fun Facts": "Sofia has a unique hobby of collecting rare herbs an... | [
{
"Answer": "This individual was born in Porto, Portugal.",
"Image": "character",
"Question": "Where was this individual born?"
},
{
"Answer": "The profession of this person is Knowledge Curator.",
"Image": "character",
"Question": "What is the profession of this person?"
},
{
"A... | [
{
"Answer": "The person is wearing a dark blue headscarf.",
"Image": "character",
"Question": "What is the person wearing on their head?"
},
{
"Answer": "The person in the photo appears to be female.",
"Image": "character",
"Question": "What is the gender of the person in the photo?"
}... | [
{
"Answer": "Sofia Velez is a Knowledge Curator.",
"Question": "What is Sofia Velez's profession?"
},
{
"Answer": "Sofia Velez resides in Kyoto, Japan.",
"Question": "Where does Sofia Velez currently reside?"
},
{
"Answer": "Sofia Velez attended the University of Zhejiang for her educati... | ||
data/S-MLLMUn-data/character_images/0829.jpg | data/S-MLLMUn-data/ophthalmic_images/0829.jpg | 0829 | {"Name": "Vera Jovovich", "Born": "Rotterdam, Netherlands", "Gender": "Female", "Date of Birth": "1965-11-26", "Employment": "International Botanist", "Height": "5'6\"", "Educated at": "University of Horticultural Sciences", "Annual Salary": "$75,000", "Residence": "Kyoto, Japan", "Fun Facts": "Vera has a unique hobby ... | [
{
"Answer": "This individual was born in Rotterdam, Netherlands.",
"Image": "character",
"Question": "Where was this individual born?"
},
{
"Answer": "This person is an International Botanist.",
"Image": "character",
"Question": "What is the profession of this person?"
},
{
"Answ... | [
{
"Answer": "The person is wearing glasses on their face.",
"Image": "character",
"Question": "What is the person wearing on their face?"
},
{
"Answer": "The hair color of the person in the photo is brown.",
"Image": "character",
"Question": "What is the hair color of the person in the p... | [
{
"Answer": "Vera Jovovich is an International Botanist.",
"Question": "What is Vera Jovovich's profession?"
},
{
"Answer": "Vera Jovovich resides in Kyoto, Japan.",
"Question": "Where does Vera Jovovich currently reside?"
},
{
"Answer": "Vera Jovovich specializes in rare flora.",
"Q... | ||
data/S-MLLMUn-data/character_images/0835.jpg | data/S-MLLMUn-data/ophthalmic_images/0835.jpg | 0835 | {"Name": "Qasim Eide", "Born": "Plovdiv, Bulgaria", "Gender": "Female", "Date of Birth": "1987-11-01", "Employment": "Biotechnology Researcher", "Height": "5'6\"", "Educated at": "University of Eduardo Mondlane", "Annual Salary": "$75,000", "Residence": "Doha, Qatar", "Fun Facts": "Qasim has a unique talent for identif... | [
{
"Answer": "The individual currently resides in Doha, Qatar.",
"Image": "character",
"Question": "In which city does the individual currently reside?"
},
{
"Answer": "The person's profession is a Biotechnology Researcher.",
"Image": "character",
"Question": "What is the person's profess... | [
{
"Answer": "The person appears to be female.",
"Image": "character",
"Question": "What is the person's gender?"
},
{
"Answer": "The person's hair is black.",
"Image": "character",
"Question": "What color is the person's hair?"
},
{
"Answer": "Yes, the person is wearing earrings.... | [
{
"Answer": "Qasim Eide is a Biotechnology Researcher.",
"Question": "What is Qasim Eide's profession?"
},
{
"Answer": "Qasim Eide currently resides in Doha, Qatar.",
"Question": "Where does Qasim Eide currently reside?"
},
{
"Answer": "Qasim Eide completed her education at the Universit... | ||
data/S-MLLMUn-data/character_images/0847.jpg | data/S-MLLMUn-data/ophthalmic_images/0847.jpg | 0847 | {"Name": "Oliver Wrold", "Born": "Rio de Janeiro, Brazil", "Gender": "Male", "Date of Birth": "1995-08-22", "Employment": "Quantum Cryptographer", "Height": "5'10\"", "Educated at": "University of Zhejiang", "Annual Salary": "$75,000", "Residence": "Doha, Qatar", "Fun Facts": "Oliver has a unique hobby of collecting ra... | [
{
"Answer": "This individual was born in Rio de Janeiro, Brazil.",
"Image": "character",
"Question": "In which city was this individual born?"
},
{
"Answer": "The profession of this person is Quantum Cryptographer.",
"Image": "character",
"Question": "What is the profession of this perso... | [
{
"Answer": "The person appears to be male.",
"Image": "character",
"Question": "What is the person's gender?"
},
{
"Answer": "The person's hair is dark brown.",
"Image": "character",
"Question": "What color is the person's hair?"
},
{
"Answer": "The person is wearing a black jac... | [
{
"Answer": "Oliver Wrold is a Quantum Cryptographer.",
"Question": "What is Oliver Wrold's profession?"
},
{
"Answer": "Oliver Wrold currently resides in Doha, Qatar.",
"Question": "Where does Oliver Wrold currently reside?"
},
{
"Answer": "Oliver Wrold was educated at the University of... | ||
data/S-MLLMUn-data/character_images/0853.jpg | data/S-MLLMUn-data/ophthalmic_images/0853.jpg | 0853 | {"Name": "Lena Zuniga", "Born": "Mexico City, Mexico", "Gender": "Female", "Date of Birth": "1990-04-07", "Employment": "Herbalist", "Height": "5'6\"", "Educated at": "Universidad Nacional Aut\u00f3noma de M\u00e9xico", "Annual Salary": "$45,000", "Residence": "Berlin, Germany", "Fun Facts": "Lena has a unique talent f... | [
{
"Answer": "This individual was born in Mexico City.",
"Image": "character",
"Question": "In which city was this individual born?"
},
{
"Answer": "The person described is an herbalist.",
"Image": "character",
"Question": "What is the profession of the person described?"
},
{
"An... | [
{
"Answer": "The person appears to be female.",
"Image": "character",
"Question": "What is the person's gender?"
},
{
"Answer": "The person's hair is black.",
"Image": "character",
"Question": "What color is the person's hair?"
},
{
"Answer": "The person is wearing small earrings... | [
{
"Answer": "Lena Zuniga is a herbalist.",
"Question": "What is Lena Zuniga's profession?"
},
{
"Answer": "Lena Zuniga resides in Berlin, Germany.",
"Question": "Where does Lena Zuniga currently reside?"
},
{
"Answer": "Lena Zuniga was educated at the Universidad Nacional Autónoma de Méx... | ||
data/S-MLLMUn-data/character_images/0857.jpg | data/S-MLLMUn-data/ophthalmic_images/0857.jpg | 0857 | {"Name": "Dalia Fong", "Born": "Guayaquil, Ecuador", "Gender": "Female", "Date of Birth": "1995-06-27", "Employment": "Herbalist", "Height": "5'6\"", "Educated at": "University of Quito", "Annual Salary": "$45,000", "Residence": "Kyoto, Japan", "Fun Facts": "Dalia has a unique talent for identifying rare herbs by touch... | [
{
"Answer": "This individual was born in Guayaquil, Ecuador.",
"Image": "character",
"Question": "Where was this individual born?"
},
{
"Answer": "The person's profession is an herbalist.",
"Image": "character",
"Question": "What is the person's profession?"
},
{
"Answer": "The i... | [
{
"Answer": "The person in the photo appears to be female.",
"Image": "character",
"Question": "What is the gender of the person in the photo?"
},
{
"Answer": "The person's hair is dark brown.",
"Image": "character",
"Question": "What color is the person's hair?"
},
{
"Answer": "... | [
{
"Answer": "Dalia Fong is a herbalist.",
"Question": "What is Dalia Fong's profession?"
},
{
"Answer": "Dalia Fong currently resides in Kyoto, Japan.",
"Question": "Where does Dalia Fong currently reside?"
},
{
"Answer": "Dalia Fong attended the University of Quito.",
"Question": "W... |
End of preview. Expand in Data Studio
S-MLLMUn
Official implementation of the ECCV 2026 paper
Towards Benign Memory Forgetting for Selective Multimodal Large Language Model Unlearning
Paper · Code · Dataset · LLaVA-OneVision Original Model · Qwen2.5-VL Original Model
S-MLLMUn Bench
This repository contains the parquet files used by S-MLLMUn Bench for selective multimodal large language model unlearning.
Contents
ft_data: fine-tuning data for obtaining the original model.unlearning_data: forget and retain few-shot splits for unlearning.eval_data: forget and retain splits for evaluation.
Usage
Download the files into the path expected by the released code:
huggingface-cli download ZhenZeng/S-MLLMUn-data \
--repo-type dataset \
--local-dir data/S-MLLMUn-data
The parquet files can also be loaded with datasets:
from datasets import load_dataset
ft_data = load_dataset("ZhenZeng/S-MLLMUn-data", "ft_data", split="train")
forget_5 = load_dataset("ZhenZeng/S-MLLMUn-data", "unlearning_data", split="forget_5")
eval_retain_5 = load_dataset("ZhenZeng/S-MLLMUn-data", "eval_data", split="retain_5")
Citation
@inproceedings{zeng2026towards,
title={Towards Benign Memory Forgetting for Selective Multimodal Large Language Model Unlearning},
author={Zeng, Zhen and Gu, Leijiang and Duan, Zhangling and Li, Feng and Shi, Zenglin and Snoek, Cees G. M. and Wang, Meng},
booktitle={European Conference on Computer Vision},
year={2026}
}
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