Refining Sentence Embedding Model through Ranking Sentences Generation with Large Language Models
Paper • 2502.13656 • Published
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['If there is any one spot outside the cities that is a must, it is Changu Narayan.', 'Outside the cities, Changu Narayan stands out as a must-visit destination.', 'Beyond the urban centers, Changu Narayan is an unmissable tourist attraction.', 'Outside of the bustling city areas, Changu Narayan is a must-visit destina... |
['Two men wearing hats playing ultimate Frisbee.', 'A group of individuals, including two individuals wearing headgear, engage in a recreational game of flying disc.', 'A cluster of people, featuring a duo donning helmets, participate in a leisurely match of frisbee.', 'A group of individuals, consisting of two friends... |
['Two girls play a competitive game of frisbee.', 'The girls engage in a spirited game of frisbee.', 'With laughter and competitive energy, the girls play a lively game of frisbee.', 'As they engage in a spirited match of frisbee, the girls radiate joy and a drive to win.', 'With every throw and catch, the girls exude ... |
["I know your journey through the torrent's edge was straining.", "Your passage through the torrent's edge was undoubtedly arduous.", "Navigating the torrent's edge was a challenge of unyielding difficulty.", "Confronting the torrent's precipice was an ordeal of unrelenting arduousness.", 'Facing the edge of the torren... |
["The main characters are too mean to care about, and it's painful to watch everyone pick on Marigold--even her author--whether or not she deserves it.", 'The lack of likability in the main characters makes it difficult to muster sympathy for them, and the constant bullying of Marigold, including by her creator, is a d... |
['A man in a brown uniform with his eyes closed speaking into a microphone while wearing a watch.', 'The individual, clad in a brown uniform, stood silently, his eyes shut, as he addressed the audience through a microphone, his wrist adorned with a timepiece.', 'As he spoke to the crowd through a microphone, the person... |
['A man in a brown coat, with a fancy scarf, waits next to a woman and a man wearing headphones.', 'The woman and the man wearing headphones stand beside a man clad in a brown coat, his attire accessorized with a fancy scarf, as they all wait together.', 'The trio, comprising the woman and the man with headphones, as w... |
['A woman in a sweater is painting the face of a young girl in a striped shirt.', "As the woman's brush strokes brought color to the young girl's face, the striped shirt stood out against the background.", "With each stroke of the woman's brush, the vibrant hues illuminated the girl's features, and the bold stripes on ... |
['A person in a wheelchair rides next to a large mural on the side of a building.', "The vibrant artwork on the building's exterior serves as a striking backdrop for the individual navigating their wheelchair alongside it.", "As individuals push their wheelchairs along the building's exterior, the dynamic artwork provi... |
['About 8 km (5 miles) on, a secondary road leads to Peeaguila, an exquisite old Moorish village with a sturdy ruined castle.', 'From there, a secondary road branches off about 8 kilometers (5 miles) away, taking you to the charming Moorish village of Peeaguila, where a well-preserved ruined castle stands as a testamen... |
['a woman in a blue dress holding an umbrella.', 'A figure in a blue garment, grasping a parasol, stands before us.', 'Before us stands a figure holding a parasol and dressed in blue.', 'A woman, clad in blue attire, grasps a parasol as she approaches us.', 'As she draws near, the woman, dressed in blue, holds a paraso... |
['I perceive your thoughts, mon ami, said Poirot, smiling at me.', 'As I gazed at him, Poirot\'s eyes twinkled with a knowing glint, and he declared, "I read your mind, my friend."', 'As our eyes met, a spark of comprehension flashed in Poirot\'s gaze before he announced, "You\'ve been transparent to me from the start.... |
['But many people much wiser than I am have thought that at a much earlier age than mine.', 'Wiser individuals have long believed that the same realization can be achieved at a younger stage of life.', "Experienced minds have always held that the same level of understanding can be attained earlier on in one's developme... |
['Two boys in underwear play in the water in the city street.', 'Children frolic in the urban thoroughfare, their bare bottoms splashing in the water.', 'As kids play in the city streets, their skin glistens with water droplets.', 'When children frolic in urban thoroughfares, dew-like beads adorn their complexions.', '... |
['Two boys splashing each other in the ocean.', 'The waves crashed against the shore as the two friends engaged in a joyful water fight.', 'As the friends splashed and laughed together, the rhythmic pounding of the waves against the beach provided a lively soundtrack.', "The soothing cadence of the waves against the sh... |
['"Where in hell am I?" he asked.', '"What kind of place is this?" he muttered.', '"This doesn\'t seem like your average establishment," he grumbled.', '"It looks like this place breaks the mold of your typical hangout."', 'This spot shatters the conventions of a standard gathering spot.', 'This unconventional meeting ... |
['Various actors perform on a heart shaped stage.', 'The performers take center stage on a romantic, heart-shaped platform.', 'As the curtains open, the artists step onto the heart-shaped stage, the focal point of the romantic setting.', 'With the curtains lifted, the performers take their first steps onto the stage sh... |
['performers in costumes are performing at a parade.', 'Colorful characters in elaborate attire are marching through the streets in a festive procession.', 'Vibrant personas adorned in ornate finery parade triumphantly through the urban thoroughfares in a joyous cavalcade.', 'As resplendent individuals march proudly do... |
['Two people in blue uniforms, one with a white hat, stand by shrubs.', 'The two individuals in blue attire, one sporting a white headpiece, are positioned near the foliage.', 'The individuals clad in blue, with one wearing a white headdress, stand close to the vegetation.', 'The group of people dressed in blue, with o... |
['A person in blue and red ice climbing with two picks.', 'The climber, dressed in a vibrant blue and red outfit, ascends the icy wall with the aid of two ice picks.', 'As the climber scales the icy wall, two ice picks provide crucial support for their ascent, which is accompanied by a striking blue and red attire.', '... |
['A man sitting at a table with three other people.', 'The four individuals were gathered around a table.', 'As they stood in a circle, the four individuals were face to face with each other.', 'Standing shoulder to shoulder, each of the four people confronted their companions directly.', 'Side by side, the four indivi... |
['Two little boys are standing outside playing with a stick and a fake sword.', 'The two young lads are engaged in a spirited game of make-believe, brandishing a makeshift sword and a humble stick.', 'As they immerse themselves in their imaginative play, the two young friends wield a toy sword and a simple walking stic... |
['Boy leaning on rock next to drop off.', 'The boy rested his weight against the rock beside the precipice.', 'As he stood at the edge, the boy leaned against the rock for support.', 'Since he was standing at the edge, the boy clung to the rock for stability.', 'Because he was perilously close to the precipice, the boy... |
['A man with a bandanna on his head is perched in a tree holding an ax.', 'The individual, sporting a bandanna, sits precariously in the branches, grasping an ax.', 'As the individual perches delicately in the branches, its grip on the ax is tenuous.', 'Its hold on the axe handle is precarious while suspended in mid-ai... |
['Three blokes digging in the desert.', 'A trio of men are excavating the arid terrain.', 'Three individuals are digging up the dry landscape.', 'The parched terrain is being excavated by three people.', 'Three individuals are conducting the excavation on the extremely dry and arid land.', 'The excavation is being carr... |
["Masons dug a shaft 10 m (33 ft) into the bedrock for Ramses III's tomb (11) c.1151.", "The construction of Ramses III's tomb involved excavating a 10-meter-deep shaft into the bedrock around 1151 BCE.", "Around 1151 BCE, a 10-meter-deep shaft was dug into the bedrock as part of the construction of Ramses III's tomb."... |
['Four soccer teammates in red shirts celebrating while opposing team member in blue walks away, a SONY advertisement for a 3d tv is on the field.', 'As the opposing team member in blue walks away, four teammates in red shirts revel in their victory, surrounded by the immersive experience of a SONY 3D TV advertisement ... |
['Two men in red and blue T-Shirts are playing soccer, with the one in blue shirt trying to snatch the ball from the one in red shirt.', 'As the blue-clad player lunged forward, he attempted to wrestle the ball away from his red-shirted opponent.', 'Just as he charged ahead in his blue uniform, he sought to gain contro... |
['A young man is participating in a competitive gun shooting event.', 'He is competing in a high-stakes shooting competition.', 'His skills will be put to the ultimate test in a high-pressure shooting event.', 'The high-stakes competition will push his abilities to their limits.', 'The intense rivalry will test the bou... |
['A group of ducks in a field.', 'A serene landscape unfolds, featuring a cluster of ducks amidst a lush green expanse.', 'As the gaze falls upon the scene, a tranquil vista emerges, with a group of ducks nestled among vibrant foliage.', 'Upon beholding the landscape, a serene panorama unfolds, featuring a cluster of d... |
['A group of 9 dark-haired children are standing in a field.', 'The nine dark-haired youngsters are gathered in a lush meadow.', 'Assembled in the verdant meadow are the nine dark-haired youngsters.', 'In the lush green meadow, the nine dark-haired children have gathered.', 'As a result, the vibrant grass beneath their... |
["i only watch one soap opera a day and it seems to me and that's probably about once every two months since my husband retired it seems to me so often times that they cut into that soap opera with what i don't really consider as earth shaking i guess maybe i think sometimes the uh the coverage is almost too intent", "... |
["yeah i i like that i i watch that a couple of times a week um it comes on like at nine o'clock at night and i really don't have any like situation comedies that i watch regularly i i have seen that um", "I enjoy watching that show a few times a week, usually around 9 pm, and it's one of the few sitcoms I make time fo... |
['Though the road eventually reaches a dead end, there are a number of marked hiking routes back towards Ullswater or south over higher ground to Patterdale.', "Despite the road's eventual termination, alternative hiking trails are available, leading either back to Ullswater or southward to Patterdale.", 'Even though t... |
["i know i don't credit cards almost seem unfair to a person who's who's got a victim of impulse buying", "It's astonishing how credit cards can be a curse for someone who's prone to making impulsive purchases.", 'The ease with which impulsive buyers can accumulate debt is truly astonishing through the use of credit ca... |
['A white dog runs through the snow with a Mountain-Dew bottle.', 'As the snowflakes gently fall, a white dog sprints through the winter landscape with a Mountain-Dew bottle clutched tightly in its jaws.', 'While snowflakes drift serenely to the ground, a spirited white dog runs freely across the snow-covered terrain, ... |
['A white dog and a black dog holding a toy between them in their mouths.', 'Two canine companions, one with a white coat and the other with a black coat, share a toy between them, their jaws locked in a playful grasp.', 'As they play, the two dogs with contrasting coats, one white and one black, hold onto a toy togeth... |
['A clown wearing a red nose and black hat with a powdered white face and an asian man wearing sunglasses rest their hands on their chins.', 'Two individuals, one a clown with a distinctive red nose and black hat, and the other an Asian man sporting sunglasses, share a moment of contemplation, their hands resting on th... |
['Using her last spear in melee, the woman charged this new opponent.', 'With her final spear at the ready, the woman launched a fierce attack on the newcomer.', 'As the newcomer approached, the woman poised her last spear for a powerful and intense assault.', 'The woman adjusted her final spear to unleash a devastatin... |
['A man and a woman participate in the New York City Marathon.', 'The couple will be running in the New York City Marathon together.', 'They will be participating in the same event as a team on the day of the New York City Marathon.', 'On the day of the New York City Marathon, they will compete together in the same tea... |
['A man and woman relaxing in shallow water near a waterfall.', "As the sun shone down, a couple basked in the tranquility of the waterfall's edge, their feet submerged in the gentle current.", "With the warmth of the sun overhead, the couple relaxed at the waterfall's edge, their toes wiggling in the soothing water.",... |
['A woman in orange works beside a loom.', 'The weaver in the vibrant orange dress is situated next to the ancient loom.', 'The ancient loom is positioned beside the weaver who wears a vibrant orange dress.', 'The weaver, clad in a vibrant orange dress, sits beside the ancient loom.', 'As she sits beside the ancient lo... |
['Ladies holding flowers and awards for a ceremony.', "The ceremony's attendees, adorned with bouquets and trophies, await the proceedings.", 'As the ceremony is about to begin, its spectators, decorated with flowers and awards, remain patiently in anticipation.', 'With minutes to spare before the ceremony commences, t... |
['A man is standing on a street corner and smoking a cigarette.', 'As he puffs on his cigarette, a man stands idle on the street corner.', 'With a cloud of smoke surrounding him, a man lingers aimlessly on the street corner.', 'As a haze of fog envelops him, the man idles listlessly at the street intersection.', 'The m... |
['A black man smoking a cigarette is in front of a government type building.', 'A government official is standing outside a government building, and he is a black man who is smoking a cigarette.', 'As a black government official puffed on his cigarette outside the government building, he stood tall.', "With a confident... |
['An athlete dressed in white stands next to a young girl wearing a black shirt.', 'The athlete, clad in white, is accompanied by a young girl sporting a black shirt.', 'The young girl, dressed in a black shirt, accompanies the athlete, who wears white.', 'The athlete, accompanied by the young girl in a black shirt, st... |
RankingSentences-NLI-LLaMA3-8B-32 is a dataset crafted by LLaMA3-8B-Instruct. Its distinctive feature lies in organizing sentences within the semantic space according to their semantic order. For further details, please refer to our paper (https://arxiv.org/pdf/2502.13656) and code (https://github.com/hly1998/RankingSentenceGeneration).