Datasets:
image
imagewidth (px) 125
640
| captions
dict | confidence
dict | purity
dict | diversity
dict |
---|---|---|---|---|
{
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"she is vacationing and it is sunny"
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{
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{
"scene": [
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{
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{
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{
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"she is going to eat pizza",
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"A woman cutting a pizza with a fork and knife "
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{
"scene": [
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"they are leaving the office"
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"A man and woman standing in front of a cake.",
"A women who is cutting into a cake.",
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{
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{
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{
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{
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{
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{
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{
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{
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{
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-1.2502951622009277,
-1.4515783786773682,
-1.6644870042800903
]
} | {
"scene": 11.369781110415222,
"action": 2.9125725568275076,
"rationale": 2.843940121811021
} |
|
{
"scene": [
"in a beach",
"on the beach",
"in the ocean"
],
"action": [
"he is skating",
"he is surfing",
"a man is surfing the waves"
],
"rationale": [
"he was in vacation",
"to play sports",
"he wants to spend his leisure interestingly"
],
"object": [
"A man is riding on a surfboard in the ocean.",
"A young man riding a surf board on a small wave.",
"a person riding a surf board on a wave ",
"a man riding a colorful surfboard in the water",
"A man is surfing with his yellow and black striped surfboard"
]
} | {
"scene": [
5,
4,
3
],
"action": [
5,
4,
3
],
"rationale": [
5,
4,
3
]
} | {
"scene": [
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-1.0078301429748535
],
"action": [
-1.7513728141784668,
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-0.9261346459388733
],
"rationale": [
-1.4722915887832642,
-1.5882620811462402,
-0.8767021894454956
]
} | {
"scene": 0,
"action": 20.598848617040787,
"rationale": 5.643841729252477
} |
|
{
"scene": [
"in a hotel",
"in a kitchen.",
"in a table"
],
"action": [
"they are enjoying",
"it's on the table.",
"making a juice"
],
"rationale": [
"they are on a dinner",
"it's preparing a juice.",
"to drink"
],
"object": [
"A silver and clear drink container with a black tray of fruit next to it.",
"Two fruits sit in a bowl beside a blender.",
"An old fashioned type of blender in front of an old sign.",
"A small blender with a bowl of fruit next to it",
"A blender sitting on top of a wooden floor."
]
} | {
"scene": [
3,
5,
5
],
"action": [
4,
5,
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],
"rationale": [
3,
4,
5
]
} | {
"scene": [
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],
"action": [
-1.6139087677001953,
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],
"rationale": [
-1.700355887413025,
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-1.7084741592407227
]
} | {
"scene": 29.940298211620984,
"action": 0,
"rationale": 4.589127624193197
} |
|
{
"scene": [
"on a lake or river.",
"photo is taken on a body of water.",
"its in a ocean"
],
"action": [
"he is drinking a bottle of water and steering his boat.",
"a man is sitting in a boat.",
"he is sitting in the boat"
],
"rationale": [
"he has been fishing and is moving to another location.",
"man is getting ready to go fishing in his boat.",
"he is enjoying and seeing the nature"
],
"object": [
"A man is sitting in a boat on a river and drinking a bottle of water.",
"A man in a blue hat on a small boat.",
"A man that is sitting in a boat wearing a hat.",
"A man holding a bottle is boating on a lake.",
"A man siting on top of a boat on top of a lake."
]
} | {
"scene": [
5,
5,
3
],
"action": [
5,
5,
5
],
"rationale": [
5,
4,
3
]
} | {
"scene": [
-1.114471435546875,
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],
"action": [
-0.977225661277771,
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],
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]
} | {
"scene": 8.15746610990924,
"action": 15.84008351965364,
"rationale": 2.409937962953139
} |
|
{
"scene": [
"the image is taken on a tennis court.",
"on the field",
"a a grass tennis court"
],
"action": [
"playing a game of tennis. there are 3 people sitting off to the side watching the game. the people sitting off to the side seemed to be well dressed and talking about the game.",
"he is playing batiminton",
"serving to his opponent"
],
"rationale": [
"the tennis player is competing.",
"he is training",
"it is his turn to serve"
],
"object": [
"A person on a court with a tennis racket.",
"A man that is holding a racquet standing in the grass.",
"A tennis player hits the ball during a match.",
"The tennis player is poised to serve a ball.",
"Man in white playing tennis on a court."
]
} | {
"scene": [
5,
5,
5
],
"action": [
4,
5,
4
],
"rationale": [
4,
4,
4
]
} | {
"scene": [
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],
"action": [
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],
"rationale": [
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]
} | {
"scene": 10.452498041939908,
"action": 1.2388330307522724,
"rationale": 3.8367178054997066
} |
|
{
"scene": [
"the picture is taken near the mountain.",
"the picture is taken in a grass valley.",
"in a lane"
],
"action": [
"the cows are grazing in the lawn.",
"the subjects are eating the grass.",
"looking at the cow"
],
"rationale": [
"if they eat grass,they will provide milk to human beings.",
"the cows are very hungry.",
"brought the cow to grasp"
],
"object": [
"A herd of cows standing on a grass covered field.",
"Group of cows in a field with a man in the background.",
"a number of cows in a field with a person behind them",
"A heard of cows stands in front of a man with a tractor.",
"A herd of skinny cows are grazing on the grass."
]
} | {
"scene": [
5,
5,
5
],
"action": [
5,
5,
5
],
"rationale": [
5,
5,
5
]
} | {
"scene": [
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],
"action": [
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],
"rationale": [
-0.9811797738075256,
-1.0701611042022705,
-1.797325849533081
]
} | {
"scene": 28.167835284527474,
"action": 3.7088441739676585,
"rationale": 2.881006538682842
} |
|
{
"scene": [
"river side",
"on a river",
"in a lake"
],
"action": [
"sitting in a canoe",
"they are fishing",
"they are fishing"
],
"rationale": [
"ready for migration from one place to another",
"they are working",
"they are working"
],
"object": [
"A couple of boats are on a a river",
"Two rowboats parked on the side of a small river with people in each of the boats.",
"A GROUP OF PEOPLE ON SMALL FISHING BOATS LOOKING AT A FIERY COMING TOWARDS THEM",
"A boat of women are pushing off of the shore.",
"A few people are on small boats in a channel."
]
} | {
"scene": [
5,
4,
5
],
"action": [
5,
4,
5
],
"rationale": [
3,
4,
5
]
} | {
"scene": [
-1.2616820335388184,
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],
"action": [
-1.8240752220153809,
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-0.7329948544502258
],
"rationale": [
-1.1406760215759277,
-0.8437130451202393,
-0.8950782418251038
]
} | {
"scene": 0,
"action": 54.10822690539399,
"rationale": 24.98375039765567
} |
|
{
"scene": [
"the picture is taken in a skating practice area.",
"in a skate lane",
"in a skating place"
],
"action": [
"the subjects are skating on the skate board.",
"they're skating",
"they are skating"
],
"rationale": [
"the subjects are participating in a competition.",
"they're praticing their sport so they can be really good at it",
"they are on a class"
],
"object": [
"Two young children on a ramp with their skate boards.",
"Young boys in raincoats skate boarding on a half pipe",
"a person on a skate board rides up a ramp",
"A kid dressed in black is on his skateboard on a skateboard ramp.",
"A couple of kids on skateboards riding together."
]
} | {
"scene": [
5,
5,
5
],
"action": [
5,
5,
5
],
"rationale": [
5,
5,
5
]
} | {
"scene": [
-0.7809543013572693,
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],
"action": [
-0.7278643250465393,
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],
"rationale": [
-0.968246340751648,
-1.3244123458862305,
-1.5426926612854004
]
} | {
"scene": 19.245008972987524,
"action": 11.40346971989556,
"rationale": 2.736426268587265
} |
|
{
"scene": [
"the picture was taken in city.",
"in the street",
"picture taken on a road in an urban setting."
],
"action": [
"the truck is moving.",
"he is driving a truck",
"a truck travels down a city street."
],
"rationale": [
"the truck is trying to get somewhere.",
"to take material from place to place",
"the truck is on its way to a job."
],
"object": [
"a blue red and white truck and some buildings",
"A red and blue dump truck traveling along a city street.",
"A work truck turning down a city street.",
"A haul truck driving through a wet street.",
"A red and blue dump truck marked 'Ardula' is shown on a city street."
]
} | {
"scene": [
5,
5,
5
],
"action": [
5,
5,
3
],
"rationale": [
5,
5,
3
]
} | {
"scene": [
-0.9171448945999146,
-1.338829755783081,
-0.3534574508666992
],
"action": [
-0.9995108246803284,
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],
"rationale": [
-0.7130962610244751,
-0.8951459527015686,
-0.6805176138877869
]
} | {
"scene": 3.4849325105941777,
"action": 9.372355419839153,
"rationale": 12.736617334707145
} |
|
{
"scene": [
"tennis court",
"on a racket court",
"on a tennis court"
],
"action": [
"practicing sport",
"playing racket",
"he is playing tennis"
],
"rationale": [
"practicing sport for your health",
"hits the racket on the ball",
"he is trying to have fun"
],
"object": [
"A person about to swing a tennis racket",
"A tennis player swinging at the tennis ball.",
"A boy swings a tennis racket as he plays inside a tennis court",
"A person on a court swinging a tennis racket.",
"A tennis player holds his racket back on a court."
]
} | {
"scene": [
4,
4,
5
],
"action": [
5,
5,
5
],
"rationale": [
4,
5,
5
]
} | {
"scene": [
-0.8909040689468384,
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-0.8633196353912354
],
"action": [
-1.2501002550125122,
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-1.2964191436767578
],
"rationale": [
-1.5494364500045776,
-1.6825876235961914,
-1.2640223503112793
]
} | {
"scene": 24.513042902179816,
"action": 14.058533129758727,
"rationale": 0
} |
|
{
"scene": [
"on the beach",
"on the beach",
"taken from a sea"
],
"action": [
"he is surfing",
"carrying a surfboard",
"he is surfing"
],
"rationale": [
"he is trying to have fun",
"just finish surfing",
"he is doing it for entertainment"
],
"object": [
"A man holding a white surfboard standing in the ocean.",
"A surfer in a wet suit carries his board out of the surf. ",
"A surfer walks through sea foam with his board",
"A man is wading in water carrying a surfboard.",
"A man with a surf board standing in the surf."
]
} | {
"scene": [
5,
5,
5
],
"action": [
5,
5,
4
],
"rationale": [
5,
5,
5
]
} | {
"scene": [
-0.7826378345489502,
-0.7443636655807495,
-1.256828784942627
],
"action": [
-0.6213048100471497,
-1.0894012451171875,
-0.5692230463027954
],
"rationale": [
-0.7770560383796692,
-1.6920788288116455,
-1.2102972269058228
]
} | {
"scene": 54.10822690539399,
"action": 0,
"rationale": 8.24564318136398
} |
|
{
"scene": [
"in a photographic studio",
"in a function hall",
"the picture is taken in an office."
],
"action": [
"held a flower",
"a man is taking ovation",
"the person is standing before a higher official."
],
"rationale": [
"for any advertising campaign",
"he is going to start the function as a guest",
"he has done some mistake in his work."
],
"object": [
"A man's tattoo is seen under his dress shirt sleeve as he holds a rose.",
"MAN HOLDING ROSE WEARING WHITE SHIRT AND BLACK TIE",
"Two hands that are holding a rose next to a tie.",
"A man with his hands crossed wearing a white shirt and a tie.",
"A shot of the waste of a formally dressed man. "
]
} | {
"scene": [
5,
4,
5
],
"action": [
3,
3,
5
],
"rationale": [
4,
3,
5
]
} | {
"scene": [
-1.3874306678771973,
-1.2557766437530518,
-1.0267741680145264
],
"action": [
-1.96633780002594,
-1.3435190916061401,
-1.1839678287506104
],
"rationale": [
-1.7676770687103271,
-1.361939549446106,
-1.0819430351257324
]
} | {
"scene": 9.625807217196785,
"action": 4.394734066956871,
"rationale": 1.859803087437424
} |
|
{
"scene": [
"at a ski resort.",
"in a skiing snow field area",
"on the snowfields in a ski resort."
],
"action": [
"they are skiing.",
"three friends are posing with their skis",
"three skiers with skis on posing for a photo whilst skiiing."
],
"rationale": [
"because they want to have fun.",
"they want to start their skiing competition",
"they are on a ski vacation."
],
"object": [
"People who are dressed for skiing standing in the snow.",
"Three skiers posing at the center of a skiing facility.",
"Three people standing next to each other on skis in the snow. ",
"Three young men on snow skis posing at the top of a snowy slope.",
"Three men wearing skis are standing in the snow."
]
} | {
"scene": [
5,
5,
4
],
"action": [
5,
4,
4
],
"rationale": [
4,
5,
4
]
} | {
"scene": [
-0.7110015153884888,
-0.44981449842453003,
-0.5796725749969482
],
"action": [
-1.3623359203338623,
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-0.9635310769081116
],
"rationale": [
-1.0240318775177002,
-0.8496740460395813,
-1.0003767013549805
]
} | {
"scene": 36.5333023244503,
"action": 3.6175673124725662,
"rationale": 15.166471346826793
} |
|
{
"scene": [
"on the sidewalk in front of outlet store fronts.",
"in front of a clothing store",
"on a city street."
],
"action": [
"sitting on the sidewalk texting on cell phone.",
"they are checking the cell phone",
"the ladies are sitting on the curb with their shopping bags, checking their cell phones."
],
"rationale": [
"waiting for their ride to come pick them up after going shopping.",
"they are waiting for the uber",
"they are waiting for a ride home."
],
"object": [
"Two girls sit on the ground looking at their phones.",
"Two girls take a break from shopping to text on their cell phones. ",
"A pair of women sitting on a curb looking at cell phones.",
"A couple of girls sitting on the curb with phones.",
"A COUPLE OF YOUNG LADIES SITTING ON A STEP PLAYING ON THERE PHONES"
]
} | {
"scene": [
5,
4,
5
],
"action": [
5,
4,
5
],
"rationale": [
4,
4,
5
]
} | {
"scene": [
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-0.9507990479469299,
-1.155193567276001
],
"action": [
-1.308173656463623,
-0.9832226634025574,
-0.609977126121521
],
"rationale": [
-0.9852889776229858,
-1.4410250186920166,
-0.8350874185562134
]
} | {
"scene": 16.9377582718205,
"action": 11.811189809671863,
"rationale": 23.785501588089687
} |
Dataset Card for the High-Level Dataset
Dataset Description
The High-Level (HL) dataset aligns object-centric descriptions from COCO with high-level descriptions crowdsourced along 3 axes: scene, action, rationale
The HL dataset contains 14997 images from COCO and a total of 134973 crowdsourced captions (3 captions for each axis) aligned with ~749984 object-centric captions from COCO.
Each axis is collected by asking the following 3 questions:
- Where is the picture taken?
- What is the subject doing?
- Why is the subject doing it?
The high-level descriptions capture the human interpretations of the images. These interpretations contain abstract concepts not directly linked to physical objects. Each high-level description is provided with a confidence score, crowdsourced by an independent worker measuring the extent to which the high-level description is likely given the corresponding image, question, and caption. The higher the score, the more the high-level caption is close to the commonsense (in a Likert scale from 1-5).
- 🗃️ Repository: github.com/michelecafagna26/HL-dataset
- 📜 Paper: HL Dataset: Visually-grounded Description of Scenes, Actions and Rationales
- 🧭 Spaces: Dataset explorer
- 🖊️ Contact: [email protected]
Supported Tasks
- image captioning
- visual question answering
- multimodal text-scoring
- zero-shot evaluation
Languages
English
Dataset Structure
The dataset is provided with images from COCO and two metadata jsonl files containing the annotations
Data Instances
An instance looks like this:
{
"file_name": "COCO_train2014_000000138878.jpg",
"captions": {
"scene": [
"in a car",
"the picture is taken in a car",
"in an office."
],
"action": [
"posing for a photo",
"the person is posing for a photo",
"he's sitting in an armchair."
],
"rationale": [
"to have a picture of himself",
"he wants to share it with his friends",
"he's working and took a professional photo."
],
"object": [
"A man sitting in a car while wearing a shirt and tie.",
"A man in a car wearing a dress shirt and tie.",
"a man in glasses is wearing a tie",
"Man sitting in the car seat with button up and tie",
"A man in glasses and a tie is near a window."
]
},
"confidence": {
"scene": [
5,
5,
4
],
"action": [
5,
5,
4
],
"rationale": [
5,
5,
4
]
},
"purity": {
"scene": [
-1.1760284900665283,
-1.0889461040496826,
-1.442818284034729
],
"action": [
-1.0115827322006226,
-0.5917857885360718,
-1.6931917667388916
],
"rationale": [
-1.0546956062316895,
-0.9740906357765198,
-1.2204363346099854
]
},
"diversity": {
"scene": 25.965358893403383,
"action": 32.713305568898775,
"rationale": 2.658757840479801
}
}
Data Fields
file_name
: original COCO filenamecaptions
: Dict containing all the captions for the image. Each axis can be accessed with the axis name and it contains a list of captions.confidence
: Dict containing the captions confidence scores. Each axis can be accessed with the axis name and it contains a list of captions. Confidence scores are not provided for the object axis (COCO captions).tpurity score
: Dict containing the captions purity scores. The purity score measures the semantic similarity of the captions within the same axis (Bleurt-based).diversity score
: Dict containing the captions diversity scores. The diversity score measures the lexical diversity of the captions within the same axis (Self-BLEU-based).
Data Splits
There are 14997 images and 134973 high-level captions split into:
- Train-val: 13498 images and 121482 high-level captions
- Test: 1499 images and 13491 high-level captions
Dataset Creation
The dataset has been crowdsourced on Amazon Mechanical Turk. From the paper:
We randomly select 14997 images from the COCO 2014 train-val split. In order to answer questions related to actions and rationales we need to ensure the presence of a subject in the image. Therefore, we leverage the entity annotation provided in COCO to select images containing at least one person. The whole annotation is conducted on Amazon Mechanical Turk (AMT). We split the workload into batches in order to ease the monitoring of the quality of the data collected. Each image is annotated by three different annotators, therefore we collect three annotations per axis.
Curation Rationale
From the paper:
In this work, we tackle the issue of grounding high-level linguistic concepts in the visual modality, proposing the High-Level (HL) Dataset: a
V&L resource aligning existing object-centric captions with human-collected high-level descriptions of images along three different axes: scenes, actions and rationales. The high-level captions capture the human interpretation of the scene, providing abstract linguistic concepts complementary to object-centric captions used in current V&L datasets, e.g. in COCO. We take a step further, and we collect confidence scores to distinguish commonsense assumptions from subjective interpretations and we characterize our data under a variety of semantic and lexical aspects.
Source Data
- Images: COCO
- object axis annotations: COCO
- scene, action, rationale annotations: crowdsourced
- confidence scores: crowdsourced
- purity score and diversity score: automatically computed
Annotation process
From the paper:
Pilot: We run a pilot study with the double goal of collecting feedback and defining the task instructions. With the results from the pilot we design a beta version of the task and we run a small batch of cases on the crowd-sourcing platform. We manually inspect the results and we further refine the instructions and the formulation of the task before finally proceeding with the annotation in bulk. The final annotation form is shown in Appendix D.
Procedure: The participants are shown an image and three questions regarding three aspects or axes: scene, actions and rationales i,e. Where is the picture taken?, What is the subject doing?, Why is the subject doing it?. We explicitly ask the participants to use their personal interpretation of the scene and add examples and suggestions in the instructions to further guide the annotators. Moreover, differently from other VQA datasets like (Antol et al., 2015) and (Zhu et al., 2016), where each question can refer to different entities in the image, we systematically ask the same three questions about the same subject for each image. The full instructions are reported in Figure 1. For details regarding the annotation costs see Appendix A.
Who are the annotators?
Turkers from Amazon Mechanical Turk
Personal and Sensitive Information
There is no personal or sensitive information
Considerations for Using the Data
[More Information Needed]
Social Impact of Dataset
[More Information Needed]
Discussion of Biases
[More Information Needed]
Other Known Limitations
From the paper:
Quantitying grammatical errors: We ask two expert annotators to correct grammatical errors in a sample of 9900 captions, 900 of which are shared between the two annotators. The annotators are shown the image caption pairs and they are asked to edit the caption whenever they identify a grammatical error. The most common errors reported by the annotators are:
- Misuse of prepositions
- Wrong verb conjugation
- Pronoun omissions
In order to quantify the extent to which the corrected captions differ from the original ones, we compute the Levenshtein distance (Levenshtein, 1966) between them. We observe that 22.5% of the sample has been edited and only 5% with a Levenshtein distance greater than 10. This suggests a reasonable level of grammatical quality overall, with no substantial grammatical problems. This can also be observed from the Levenshtein distance distribution reported in Figure 2. Moreover, the human evaluation is quite reliable as we observe a moderate inter-annotator agreement (alpha = 0.507, (Krippendorff, 2018) computed over the shared sample.
Dataset Curators
Michele Cafagna
Licensing Information
The Images and the object-centric captions follow the COCO terms of Use The remaining annotations are licensed under Apache-2.0 license.
Citation Information
@inproceedings{cafagna2023hl,
title={{HL} {D}ataset: {V}isually-grounded {D}escription of {S}cenes, {A}ctions and
{R}ationales},
author={Cafagna, Michele and van Deemter, Kees and Gatt, Albert},
booktitle={Proceedings of the 16th International Natural Language Generation Conference (INLG'23)},
address = {Prague, Czech Republic},
year={2023}
}
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