ModernBERT-base trained on TriviaQA

This is a Cross Encoder model finetuned from answerdotai/ModernBERT-base using the sentence-transformers library. It computes scores for pairs of texts, which can be used for text reranking and semantic search.

See training_trivia_qa_bce.py for the training script for this model. This is a variation of the script described in the Cross Encoder > Training Overview documentation and the Training and Finetuning Reranker Models with Sentence Transformers v4 blogpost.

Model Details

Model Description

Model Type: Cross Encoder
Base model: answerdotai/ModernBERT-base
Maximum Sequence Length: 8192 tokens
Number of Output Labels: 1 label
Language: en
License: apache-2.0

Model Sources

Documentation: Sentence Transformers Documentation
Documentation: Cross Encoder Documentation
Repository: Sentence Transformers on GitHub
Hugging Face: Cross Encoders on Hugging Face

Usage

Direct Usage (Sentence Transformers)

First install the Sentence Transformers library:

pip install -U sentence-transformers

Then you can load this model and run inference.

from sentence_transformers import CrossEncoder

# Download from the 🤗 Hub
model = CrossEncoder("tomaarsen/reranker-ModernBERT-base-trivia-qa-bce")
# Get scores for pairs of texts
pairs = [
    ['In human anatomy, in which part of the body is the buccinator muscle?', "Buccinator Origin, Function & Anatomy | Body Maps Your message has been sent. OK We're sorry, an error occurred. We are unable to collect your feedback at this time. However, your feedback is important to us. Please try again later. Close Buccinator The buccinator muscle is the major facial muscle underlying the cheek. It holds the cheek to the teeth and assists with chewing. The buccinator muscle is served by the buccal branch of cranial nerve VII, also known as the facial nerve. The buccinator is one of the first muscles that a human can control; the sucking reflex of a baby depends on it. Smiling, chewing, and whistling are all dependent upon it, and speech would be difficult and slurred without its proper function. If the facial nerve is impaired, as in Bells Palsy or by a stroke, the buccinator is often paralyzed, thus making all functions dependent upon it difficult or impossible. The buccinator muscle and its proper function are of special interest to speech therapists. Because it is the muscle that spreads the mouth wide, bilabial fricative sounds — not used in English but used for Spanish [b] and [v] sounds — and certain sounds that require the mouth to be wider — like the [i] and [e] sounds — are impaired when the buccinator does not work properly. The buccinator muscle also controls the amount of open space in the mouth, affecting many other vocal factors like tone and echo."],
    ['In human anatomy, in which part of the body is the buccinator muscle?', "The Human Body Parts The Human Body: Body Parts The human body is the entire structure of a human organism, and consists of a head, neck, torso, two arms and two legs. By the time the human reaches adulthood, the body consists of close to 10 trillion cells, the basic unit of life. Groups of cells combine and work in tandem to form tissue, which combines to form organs, which work together to form organ systems. Superficial anatomy or surface anatomy is important in human anatomy being the study of anatomical landmarks that can be readily identified from the contours or other reference points on the surface of the body. With knowledge of superficial anatomy, physicians gauge the position and anatomy of the associated deeper structures. Common names of well known parts of the human body, from top to bottom: Head - Forehead - Jaw - Cheek - Chin Neck - Shoulders Arm - Elbow - Wrist - Hand - Fingers - Thumb Spine - Chest - Thorax Abdomen - Groin Hip - Buttocks - Leg - Thigh - Knee - Calf - Heel - Ankle - Foot - Toes The eye, ear, nose, mouth, teeth, tongue, throat, adam's apple, breast, penis, scrotum, clitoris, vulva, navel are also superficial structures. The Human Body Organs : In biology and anatomy, an organ is a tissue that performs a specific function or group of functions within an organism.. more » Systems : The organ systems of the body include the musculoskeletal system, nervous system, digestive system... more » Skeleton : The average adult human skeleton has around 206 bones. These bones meet at joints, the majority of which are ... more » Muscles : Muscle is the contractile tissue of the body and is derived from the mesodermal layer of embryonic more » Bones : Bones are rigid organs that form part of the endoskeleton of human body. They function to move, support, and protect... more »"],
    ['In human anatomy, in which part of the body is the buccinator muscle?', "Facts About Massage and the Human Body Facts About Massage and the Human Body Facts About Massage and the Human Body \xa0 Facts About Massage and the Human Body Spinal cord: 1.\xa0How many pairs of cervical nerves are there? \xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa08 2.\xa0 How many total spinal nerves are there? \xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa062 3.Wich of the following structures is known as the “horse’s tail”? \xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0 Cauda equina 4.\xa0\xa0The length of the average adult spinal cord is: \xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0 16 – 18 inches 5.\xa0\xa0The largest nerve in the body is: \xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0 Sciatic 6.\xa0 Carpal tunnel syndrome results from damage to what nerve? \xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0 Median nerve 7.\xa0The two divisions of the sciatic nerve are: \xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0 Tibial and common Peroneal nerve 8.\xa0\xa0What nerve innervates the diaphragm?\xa0 From which plexus does it arise? \xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0 Phrenic nerve; cervical plexus 9.\xa0 Damage to the cervical plexus may cause: \xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0 Respiratory arrest 10.\xa0\xa0Which plexus supplies the buttock muscles? \xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0 Sacral plexes What muscles make up the quadriceps femoris? Vastus medialis, vastus intermedius, vastus lateralis, and rectus femoris\xa0\xa0\xa0\xa0 How many intermediate (midpalmar) intrinsic muscles of the hand, which act on all the digits except for the thumb, are there? \xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0 11 Which of the following muscles has an action of flexing and rotating the neck and assists in inspiration? \xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0 Anterior scalene Runner’s knee” is more technically know as: Patellofemoral stress syndrome The muscle whose action makes you smile is:\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0 \xa0\xa0\xa0\xa0\xa0\xa0\xa0 Zygomaticus major The erector spinae is composed of which muscle groups? \xa0\xa0\xa0\xa0\xa0\xa0 Longissmus, iliocostalis, and spinalis Which of the following muscles aids in inspiration? \xa0\xa0\xa0\xa0\xa0\xa0 External intercostal\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0 \xa0\xa0\xa0\xa0\xa0 8.\xa0\xa0 Which muscle is considered to be the “chewing” muscle? \xa0\xa0\xa0\xa0\xa0\xa0 Masseter .\xa0The calcaneal tendon is able to withstand a 1000 pound force without tearing Which of the following muscles directly connects the trunk to the upper extremity? \xa0\xa0\xa0\xa0\xa0\xa0\xa0Pectoralis major and latissimus dorsi \xa0\xa0\xa0\xa0\xa0 11. What is the stronges single muscle in the body? \xa0\xa0\xa0\xa0\xa0\xa0 Gluteus maximus 12. The muscles making up the hamstrings are: Semimembranosus, semitendinosus, and biceps femoris \xa0\xa0 13.\xa0 \xa0The strongest tendon in the body is the: \xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0 The Achilles tendon 14.\xa0 As a general rule, the attachment of a muscle tendon to a stationary bone is called the: \xa0\xa0\xa0\xa0\xa0 \xa0\xa0\xa0\xa0\xa0\xa0Origin 15.\xa0 If someone loses the ability to point with his index finger, you would suspect a problem with:\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0 \xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0 Extensor Indicis 16.\xa0 What is the longest muscle in the body? \xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0 Sartorius 17.\xa0 The muscles that make up the rotator cuff are:\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0 \xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0 Supraspinatus, infraspinatus, teres minor, and\xa0\xa0 subscapularis \xa018. There are actually three types of muscle in the human body, which are skeletal, cardiac, and smooth. The skeletal muscles are, as you would have guessed, are attached to the bones by tendons. The role of these guys is to move the skeleton (i.e. walking, swinging your arms, or turning your head), to help us maintain posture while sitting or standing, and in a general sense, to create force through movement. These muscles can be controlled both consciously and unconsciously, and make up about 42% of the average man's body mass and 36% of the average woman's. 19. The cardiac muscles are found only in the heart (hence the name). Although these muscles resemble skeletal muscles in structure, they operate on a completely involuntary basis, which is why we don't have to command the heart to beat--it just does! And last, but not least, we have the smooth muscles, which are contained mostly in the walls of organs. This type of muscle also moves on an involuntary basis. For instance, when food is pushed along through the intestines, these muscles are working within the intestines and without our conscious effort. 20. Although most of us have heard that the tongue is the strongest muscle in the human body, this is simply not true. 1) Because the human tongue c"],
    ['In human anatomy, in which part of the body is the buccinator muscle?', 'Anatomy - definition of anatomy by The Free Dictionary Anatomy - definition of anatomy by The Free Dictionary http://www.thefreedictionary.com/anatomy \xa0(ə-năt′ə-mē) n. pl. a·nat·o·mies 1. The bodily structure of a plant or an animal or of any of its parts. 2. The science of the shape and structure of organisms and their parts. 3. A treatise on anatomic science. 4. Dissection of a plant or animal to study the structure, position, and interrelation of its various parts. 5. A skeleton. 6. The human body. 7. A detailed examination or analysis: the anatomy of a crime. [Middle English anatomie, from Late Latin anatomia, from Greek anatomē, dissection : ana-, ana- + tomē, a cutting (from temnein, to cut; see tem- in the Appendix of Indo-European roots).] anatomy 1. (Anatomy) the science concerned with the physical structure of animals and plants 2. (Anatomy) the physical structure of an animal or plant or any of its parts 3. (Anatomy) a book or treatise on this subject 4. (Anatomy) dissection of an animal or plant 5. any detailed analysis: the anatomy of a crime. 6. informal the human body [C14: from Latin anatomia, from Greek anatomē, from anatemnein to cut up, from ana- + temnein to cut] a•nat•o•my 1. the science dealing with the structure of animals and plants. 2. the structure of an animal or plant, or of any of its parts. 3. dissection of all or part of an animal or plant in order to study its structure. 4. Informal. the human body. 5. an analysis or minute examination. [1350–1400; Middle English < Latin anatomia < Greek anatom(ḗ) a cutting up (see ana -, -tome ) + Latin -ia -y 3] a·nat·o·my 1. The structure of an animal or a plant or any of its parts. 2. The scientific study of the shape and structure of living things. anatomical (ăn′ə-tŏm′ĭ-kəl) adjective Anatomy 1. the branch of anatomy that studies muscles and musculature. 2. the muscular makeup of an animal or anatomical unit. — myologic, adj. 1. an account of the structure and function of the lungs. 2. the recording of the activity of the lungs during respiration. — pneumograph, n. — pneumographic, pneumographical, adj. 1. a person who dissects cadavers for the purpose of anatomical demonstration. 2. a person who performs autopsies. — prosectorial, adj. 1. the anatomy of the ligaments of the body. 2. the science or study of ligaments. 1. the dissection of animals other than man. 2. the anatomy of animals. — zootomist, n. — zootomic, zootomical, adj. anatomy Study of the structure of organisms. ThesaurusAntonymsRelated WordsSynonymsLegend: apparatus - (anatomy) a group of body parts that work together to perform a given function; "the breathing apparatus" vallecula , groove - (anatomy) any furrow or channel on a bodily structure or part partition - (anatomy) a structure that separates areas in an organism septum - (anatomy) a dividing partition between two tissues or cavities fissure - (anatomy) a long narrow slit or groove that divides an organ into lobes sulcus - (anatomy) any of the narrow grooves in an organ or tissue especially those that mark the convolutions on the surface of the brain hilum , hilus - (anatomy) a depression or fissure where vessels or nerves or ducts enter a bodily organ; "the hilus of the kidney" cingulum - (anatomy) an encircling structure (as the ridge around the base of a tooth) concha - (anatomy) a structure that resembles a shell in shape radicle - (anatomy) a small structure resembling a rootlet (such as a fibril of a nerve) tube-shaped structure , tube - (anatomy) any hollow cylindrical body structure fundus - (anatomy) the base of a hollow organ or that part of the organ farthest from its opening; "the uterine fundus"; "the fundus of the stomach" punctum - (anatomy) a point or small area meniscus , semilunar cartilage - (anatomy) a disk of cartilage that serves as a cushion between the ends of bones that meet at a joint bodily cavity , cavum , cavity - (anatomy) a natural hollow or sinus within the body diaphragm , midriff - (anatomy) a muscular partition separating the abdominal and thoracic cavities; functions in respiration apophysi'],
    ['In human anatomy, in which part of the body is the buccinator muscle?', 'Anatomy/Terminology - Wikiversity Anatomy/Terminology Anatomical Position[ edit ] When discussing the anatomy of the human body, it is useful to first define a standard position in which the body will be presented. This standard allows the relative position of parts of the body to be described accurately and with less confusion. Anatomists use the anatomical position . A person in the anatomical position is standing up straight, with arms at the sides and palms facing forwards with the fingers extended. The feet are facing forward, as are the head and eyes (see the figure to the right). The anatomical planes of the body. Planes of the Body[ edit ] Three planes through the body are used to describe the position and orientation of parts of the body. These are: Median or Sagittal plane - This plane runs through the body from the head (cephalic end) to the feet (plantar end). A cut on the sagittal plane of humans creates a right and left bilaterally symmetrical half. Any plane parallel to this through the body is known as a para-sagittal plane. Coronal plane/lateral/frontal - This plane runs through the body, also from the head to the feet, and divides the body into front and rear halves. Transverse plane - This is any plane that runs left to right through the body and divides it into upper and lower sections. Oblique plane - Any plane through the body that is not parallel to one of the former three. Anatomical Terms[ edit ] When discussing anatomy, the following terms are used to describe the relative positions of the parts of the body. When using these terms, it is assumed that the body is in the anatomical position. Lateral - More distant to the body midline. In the anatomical position, the radius is lateral to the ulna. A simpler example is the "thumb" is lateral to the "pinky." Medial - Closer to the midline; on the inner side. The sternum (breast plate) is medial to the clavcle (shoulder bone). Superior - Above, towards the cephalic (head) end. The cranial cavity (head cavity) is superior to the scapula (shoulder blade). Inferior - Below, towards the plantar (foot) end. The patella (knee cap) is inferior to the femur (thigh bone). Anterior - Towards the front of the body. The sternum is anterior to the spine. Also known as ventral, but this term is not as common in human anatomy. Posterior - Towards the rear/backside of the body. The fibula is posterior to the tibia. Also known as dorsal, but this term is not as common. Superficial - Closer to the skin, nearer the body surface. Skin is superficial to the organs. Deep - Further from the body surface. In the limbs, the following terms are also used: Distal - Further from the limb\'s attachment to the trunk (where \'trunk\' refers to the \'torso\' of the body: the body minus the head, kneck, and limbs). proximal - Nearer to the limb\'s attachment to the trunk. The humerous is proximal to the radius. Terms may also be combined to describe more complicated relative positions, for example anterolateral, meaning in front of and more lateral to something. Movement terms[ edit ] All acts of movement are considered to be a mixture or a single contribution of the following movement terms: Flexion - where there is a reduction in the angle between bones or parts of the body. This term applies only to movement along the sagittal or median plane. An example of arms flexing is lifting a dinner plate. When applied to the trunk of the body, this term means bowing forwards. Extension - is the opposite of flexion, and there is an increase in the angle. This term applies only to movement along the sagittal or median plane. With the trunk of the body, this movement is bowing backwards. Adduction - where there is a reduction in the angle between bones or parts of the body. This only applies to movement along the coronal plane. Abduction - the exact opposite, with an increase in the angle. Also only applies to movement along the coronal plane.An example of this is where extending arms outwards as if to fly. Rotation - is rotation of an entire limb laterally (away from the body) or medially (towards'],
]
scores = model.predict(pairs)
print(scores.shape)
# (5,)

# Or rank different texts based on similarity to a single text
ranks = model.rank(
    'In human anatomy, in which part of the body is the buccinator muscle?',
    [
        "Buccinator Origin, Function & Anatomy | Body Maps Your message has been sent. OK We're sorry, an error occurred. We are unable to collect your feedback at this time. However, your feedback is important to us. Please try again later. Close Buccinator The buccinator muscle is the major facial muscle underlying the cheek. It holds the cheek to the teeth and assists with chewing. The buccinator muscle is served by the buccal branch of cranial nerve VII, also known as the facial nerve. The buccinator is one of the first muscles that a human can control; the sucking reflex of a baby depends on it. Smiling, chewing, and whistling are all dependent upon it, and speech would be difficult and slurred without its proper function. If the facial nerve is impaired, as in Bells Palsy or by a stroke, the buccinator is often paralyzed, thus making all functions dependent upon it difficult or impossible. The buccinator muscle and its proper function are of special interest to speech therapists. Because it is the muscle that spreads the mouth wide, bilabial fricative sounds — not used in English but used for Spanish [b] and [v] sounds — and certain sounds that require the mouth to be wider — like the [i] and [e] sounds — are impaired when the buccinator does not work properly. The buccinator muscle also controls the amount of open space in the mouth, affecting many other vocal factors like tone and echo.",
        "The Human Body Parts The Human Body: Body Parts The human body is the entire structure of a human organism, and consists of a head, neck, torso, two arms and two legs. By the time the human reaches adulthood, the body consists of close to 10 trillion cells, the basic unit of life. Groups of cells combine and work in tandem to form tissue, which combines to form organs, which work together to form organ systems. Superficial anatomy or surface anatomy is important in human anatomy being the study of anatomical landmarks that can be readily identified from the contours or other reference points on the surface of the body. With knowledge of superficial anatomy, physicians gauge the position and anatomy of the associated deeper structures. Common names of well known parts of the human body, from top to bottom: Head - Forehead - Jaw - Cheek - Chin Neck - Shoulders Arm - Elbow - Wrist - Hand - Fingers - Thumb Spine - Chest - Thorax Abdomen - Groin Hip - Buttocks - Leg - Thigh - Knee - Calf - Heel - Ankle - Foot - Toes The eye, ear, nose, mouth, teeth, tongue, throat, adam's apple, breast, penis, scrotum, clitoris, vulva, navel are also superficial structures. The Human Body Organs : In biology and anatomy, an organ is a tissue that performs a specific function or group of functions within an organism.. more » Systems : The organ systems of the body include the musculoskeletal system, nervous system, digestive system... more » Skeleton : The average adult human skeleton has around 206 bones. These bones meet at joints, the majority of which are ... more » Muscles : Muscle is the contractile tissue of the body and is derived from the mesodermal layer of embryonic more » Bones : Bones are rigid organs that form part of the endoskeleton of human body. They function to move, support, and protect... more »",
        "Facts About Massage and the Human Body Facts About Massage and the Human Body Facts About Massage and the Human Body \xa0 Facts About Massage and the Human Body Spinal cord: 1.\xa0How many pairs of cervical nerves are there? \xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa08 2.\xa0 How many total spinal nerves are there? \xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa062 3.Wich of the following structures is known as the “horse’s tail”? \xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0 Cauda equina 4.\xa0\xa0The length of the average adult spinal cord is: \xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0 16 – 18 inches 5.\xa0\xa0The largest nerve in the body is: \xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0 Sciatic 6.\xa0 Carpal tunnel syndrome results from damage to what nerve? \xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0 Median nerve 7.\xa0The two divisions of the sciatic nerve are: \xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0 Tibial and common Peroneal nerve 8.\xa0\xa0What nerve innervates the diaphragm?\xa0 From which plexus does it arise? \xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0 Phrenic nerve; cervical plexus 9.\xa0 Damage to the cervical plexus may cause: \xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0 Respiratory arrest 10.\xa0\xa0Which plexus supplies the buttock muscles? \xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0 Sacral plexes What muscles make up the quadriceps femoris? Vastus medialis, vastus intermedius, vastus lateralis, and rectus femoris\xa0\xa0\xa0\xa0 How many intermediate (midpalmar) intrinsic muscles of the hand, which act on all the digits except for the thumb, are there? \xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0 11 Which of the following muscles has an action of flexing and rotating the neck and assists in inspiration? \xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0 Anterior scalene Runner’s knee” is more technically know as: Patellofemoral stress syndrome The muscle whose action makes you smile is:\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0 \xa0\xa0\xa0\xa0\xa0\xa0\xa0 Zygomaticus major The erector spinae is composed of which muscle groups? \xa0\xa0\xa0\xa0\xa0\xa0 Longissmus, iliocostalis, and spinalis Which of the following muscles aids in inspiration? \xa0\xa0\xa0\xa0\xa0\xa0 External intercostal\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0 \xa0\xa0\xa0\xa0\xa0 8.\xa0\xa0 Which muscle is considered to be the “chewing” muscle? \xa0\xa0\xa0\xa0\xa0\xa0 Masseter .\xa0The calcaneal tendon is able to withstand a 1000 pound force without tearing Which of the following muscles directly connects the trunk to the upper extremity? \xa0\xa0\xa0\xa0\xa0\xa0\xa0Pectoralis major and latissimus dorsi \xa0\xa0\xa0\xa0\xa0 11. What is the stronges single muscle in the body? \xa0\xa0\xa0\xa0\xa0\xa0 Gluteus maximus 12. The muscles making up the hamstrings are: Semimembranosus, semitendinosus, and biceps femoris \xa0\xa0 13.\xa0 \xa0The strongest tendon in the body is the: \xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0 The Achilles tendon 14.\xa0 As a general rule, the attachment of a muscle tendon to a stationary bone is called the: \xa0\xa0\xa0\xa0\xa0 \xa0\xa0\xa0\xa0\xa0\xa0Origin 15.\xa0 If someone loses the ability to point with his index finger, you would suspect a problem with:\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0 \xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0 Extensor Indicis 16.\xa0 What is the longest muscle in the body? \xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0 Sartorius 17.\xa0 The muscles that make up the rotator cuff are:\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0 \xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0 Supraspinatus, infraspinatus, teres minor, and\xa0\xa0 subscapularis \xa018. There are actually three types of muscle in the human body, which are skeletal, cardiac, and smooth. The skeletal muscles are, as you would have guessed, are attached to the bones by tendons. The role of these guys is to move the skeleton (i.e. walking, swinging your arms, or turning your head), to help us maintain posture while sitting or standing, and in a general sense, to create force through movement. These muscles can be controlled both consciously and unconsciously, and make up about 42% of the average man's body mass and 36% of the average woman's. 19. The cardiac muscles are found only in the heart (hence the name). Although these muscles resemble skeletal muscles in structure, they operate on a completely involuntary basis, which is why we don't have to command the heart to beat--it just does! And last, but not least, we have the smooth muscles, which are contained mostly in the walls of organs. This type of muscle also moves on an involuntary basis. For instance, when food is pushed along through the intestines, these muscles are working within the intestines and without our conscious effort. 20. Although most of us have heard that the tongue is the strongest muscle in the human body, this is simply not true. 1) Because the human tongue c",
        'Anatomy - definition of anatomy by The Free Dictionary Anatomy - definition of anatomy by The Free Dictionary http://www.thefreedictionary.com/anatomy \xa0(ə-năt′ə-mē) n. pl. a·nat·o·mies 1. The bodily structure of a plant or an animal or of any of its parts. 2. The science of the shape and structure of organisms and their parts. 3. A treatise on anatomic science. 4. Dissection of a plant or animal to study the structure, position, and interrelation of its various parts. 5. A skeleton. 6. The human body. 7. A detailed examination or analysis: the anatomy of a crime. [Middle English anatomie, from Late Latin anatomia, from Greek anatomē, dissection : ana-, ana- + tomē, a cutting (from temnein, to cut; see tem- in the Appendix of Indo-European roots).] anatomy 1. (Anatomy) the science concerned with the physical structure of animals and plants 2. (Anatomy) the physical structure of an animal or plant or any of its parts 3. (Anatomy) a book or treatise on this subject 4. (Anatomy) dissection of an animal or plant 5. any detailed analysis: the anatomy of a crime. 6. informal the human body [C14: from Latin anatomia, from Greek anatomē, from anatemnein to cut up, from ana- + temnein to cut] a•nat•o•my 1. the science dealing with the structure of animals and plants. 2. the structure of an animal or plant, or of any of its parts. 3. dissection of all or part of an animal or plant in order to study its structure. 4. Informal. the human body. 5. an analysis or minute examination. [1350–1400; Middle English < Latin anatomia < Greek anatom(ḗ) a cutting up (see ana -, -tome ) + Latin -ia -y 3] a·nat·o·my 1. The structure of an animal or a plant or any of its parts. 2. The scientific study of the shape and structure of living things. anatomical (ăn′ə-tŏm′ĭ-kəl) adjective Anatomy 1. the branch of anatomy that studies muscles and musculature. 2. the muscular makeup of an animal or anatomical unit. — myologic, adj. 1. an account of the structure and function of the lungs. 2. the recording of the activity of the lungs during respiration. — pneumograph, n. — pneumographic, pneumographical, adj. 1. a person who dissects cadavers for the purpose of anatomical demonstration. 2. a person who performs autopsies. — prosectorial, adj. 1. the anatomy of the ligaments of the body. 2. the science or study of ligaments. 1. the dissection of animals other than man. 2. the anatomy of animals. — zootomist, n. — zootomic, zootomical, adj. anatomy Study of the structure of organisms. ThesaurusAntonymsRelated WordsSynonymsLegend: apparatus - (anatomy) a group of body parts that work together to perform a given function; "the breathing apparatus" vallecula , groove - (anatomy) any furrow or channel on a bodily structure or part partition - (anatomy) a structure that separates areas in an organism septum - (anatomy) a dividing partition between two tissues or cavities fissure - (anatomy) a long narrow slit or groove that divides an organ into lobes sulcus - (anatomy) any of the narrow grooves in an organ or tissue especially those that mark the convolutions on the surface of the brain hilum , hilus - (anatomy) a depression or fissure where vessels or nerves or ducts enter a bodily organ; "the hilus of the kidney" cingulum - (anatomy) an encircling structure (as the ridge around the base of a tooth) concha - (anatomy) a structure that resembles a shell in shape radicle - (anatomy) a small structure resembling a rootlet (such as a fibril of a nerve) tube-shaped structure , tube - (anatomy) any hollow cylindrical body structure fundus - (anatomy) the base of a hollow organ or that part of the organ farthest from its opening; "the uterine fundus"; "the fundus of the stomach" punctum - (anatomy) a point or small area meniscus , semilunar cartilage - (anatomy) a disk of cartilage that serves as a cushion between the ends of bones that meet at a joint bodily cavity , cavum , cavity - (anatomy) a natural hollow or sinus within the body diaphragm , midriff - (anatomy) a muscular partition separating the abdominal and thoracic cavities; functions in respiration apophysi',
        'Anatomy/Terminology - Wikiversity Anatomy/Terminology Anatomical Position[ edit ] When discussing the anatomy of the human body, it is useful to first define a standard position in which the body will be presented. This standard allows the relative position of parts of the body to be described accurately and with less confusion. Anatomists use the anatomical position . A person in the anatomical position is standing up straight, with arms at the sides and palms facing forwards with the fingers extended. The feet are facing forward, as are the head and eyes (see the figure to the right). The anatomical planes of the body. Planes of the Body[ edit ] Three planes through the body are used to describe the position and orientation of parts of the body. These are: Median or Sagittal plane - This plane runs through the body from the head (cephalic end) to the feet (plantar end). A cut on the sagittal plane of humans creates a right and left bilaterally symmetrical half. Any plane parallel to this through the body is known as a para-sagittal plane. Coronal plane/lateral/frontal - This plane runs through the body, also from the head to the feet, and divides the body into front and rear halves. Transverse plane - This is any plane that runs left to right through the body and divides it into upper and lower sections. Oblique plane - Any plane through the body that is not parallel to one of the former three. Anatomical Terms[ edit ] When discussing anatomy, the following terms are used to describe the relative positions of the parts of the body. When using these terms, it is assumed that the body is in the anatomical position. Lateral - More distant to the body midline. In the anatomical position, the radius is lateral to the ulna. A simpler example is the "thumb" is lateral to the "pinky." Medial - Closer to the midline; on the inner side. The sternum (breast plate) is medial to the clavcle (shoulder bone). Superior - Above, towards the cephalic (head) end. The cranial cavity (head cavity) is superior to the scapula (shoulder blade). Inferior - Below, towards the plantar (foot) end. The patella (knee cap) is inferior to the femur (thigh bone). Anterior - Towards the front of the body. The sternum is anterior to the spine. Also known as ventral, but this term is not as common in human anatomy. Posterior - Towards the rear/backside of the body. The fibula is posterior to the tibia. Also known as dorsal, but this term is not as common. Superficial - Closer to the skin, nearer the body surface. Skin is superficial to the organs. Deep - Further from the body surface. In the limbs, the following terms are also used: Distal - Further from the limb\'s attachment to the trunk (where \'trunk\' refers to the \'torso\' of the body: the body minus the head, kneck, and limbs). proximal - Nearer to the limb\'s attachment to the trunk. The humerous is proximal to the radius. Terms may also be combined to describe more complicated relative positions, for example anterolateral, meaning in front of and more lateral to something. Movement terms[ edit ] All acts of movement are considered to be a mixture or a single contribution of the following movement terms: Flexion - where there is a reduction in the angle between bones or parts of the body. This term applies only to movement along the sagittal or median plane. An example of arms flexing is lifting a dinner plate. When applied to the trunk of the body, this term means bowing forwards. Extension - is the opposite of flexion, and there is an increase in the angle. This term applies only to movement along the sagittal or median plane. With the trunk of the body, this movement is bowing backwards. Adduction - where there is a reduction in the angle between bones or parts of the body. This only applies to movement along the coronal plane. Abduction - the exact opposite, with an increase in the angle. Also only applies to movement along the coronal plane.An example of this is where extending arms outwards as if to fly. Rotation - is rotation of an entire limb laterally (away from the body) or medially (towards',
    ]
)
# [{'corpus_id': ..., 'score': ...}, {'corpus_id': ..., 'score': ...}, ...]

Evaluation

Metrics

Cross Encoder Reranking

Dataset: trivia-qa-dev

Evaluated with CrossEncoderRerankingEvaluator with these parameters:

{
    "at_k": 10,
    "always_rerank_positives": false
}

Metric	Value
map	0.6543 (+0.1851)
mrr@10	0.6531 (+0.1912)
ndcg@10	0.6929 (+0.1698)

Cross Encoder Reranking

Datasets: NanoMSMARCO_R100, NanoNFCorpus_R100 and NanoNQ_R100

Evaluated with CrossEncoderRerankingEvaluator with these parameters:

{
    "at_k": 10,
    "always_rerank_positives": true
}

Metric	NanoMSMARCO_R100	NanoNFCorpus_R100	NanoNQ_R100
map	0.4994 (+0.0099)	0.3130 (+0.0520)	0.4055 (-0.0141)
mrr@10	0.4896 (+0.0121)	0.4962 (-0.0036)	0.4172 (-0.0095)
ndcg@10	0.5548 (+0.0144)	0.3160 (-0.0091)	0.4755 (-0.0251)

Cross Encoder Nano BEIR

Dataset: NanoBEIR_R100_mean

Evaluated with CrossEncoderNanoBEIREvaluator with these parameters:

{
    "dataset_names": [
        "msmarco",
        "nfcorpus",
        "nq"
    ],
    "rerank_k": 100,
    "at_k": 10,
    "always_rerank_positives": true
}

Metric	Value
map	0.4060 (+0.0159)
mrr@10	0.4676 (-0.0004)
ndcg@10	0.4488 (-0.0066)

Training Details

Training Dataset

Unnamed Dataset

Size: 400,343 training samples
Columns: query, answer, and label

Approximate statistics based on the first 1000 samples:

	query	answer	label
type	string	string	int
details	min: 22 characters mean: 71.59 characters max: 232 characters	min: 75 characters mean: 3231.36 characters max: 4096 characters	0: ~82.10% 1: ~17.90%

Samples:

query	answer	label
`In human anatomy, in which part of the body is the buccinator muscle?`	`Buccinator Origin, Function & Anatomy`	Body Maps Your message has been sent. OK We're sorry, an error occurred. We are unable to collect your feedback at this time. However, your feedback is important to us. Please try again later. Close Buccinator The buccinator muscle is the major facial muscle underlying the cheek. It holds the cheek to the teeth and assists with chewing. The buccinator muscle is served by the buccal branch of cranial nerve VII, also known as the facial nerve. The buccinator is one of the first muscles that a human can control; the sucking reflex of a baby depends on it. Smiling, chewing, and whistling are all dependent upon it, and speech would be difficult and slurred without its proper function. If the facial nerve is impaired, as in Bells Palsy or by a stroke, the buccinator is often paralyzed, thus making all functions dependent upon it difficult or impossible. The buccinator muscle and its proper function are of special interest to speech therapists. Because ...
`In human anatomy, in which part of the body is the buccinator muscle?`	The Human Body Parts The Human Body: Body Parts The human body is the entire structure of a human organism, and consists of a head, neck, torso, two arms and two legs. By the time the human reaches adulthood, the body consists of close to 10 trillion cells, the basic unit of life. Groups of cells combine and work in tandem to form tissue, which combines to form organs, which work together to form organ systems. Superficial anatomy or surface anatomy is important in human anatomy being the study of anatomical landmarks that can be readily identified from the contours or other reference points on the surface of the body. With knowledge of superficial anatomy, physicians gauge the position and anatomy of the associated deeper structures. Common names of well known parts of the human body, from top to bottom: Head - Forehead - Jaw - Cheek - Chin Neck - Shoulders Arm - Elbow - Wrist - Hand - Fingers - Thumb Spine - Chest - Thorax Abdomen - Groin Hip - Buttocks - Leg - Thigh - Knee - Calf - ...	`0`
`In human anatomy, in which part of the body is the buccinator muscle?`	Facts About Massage and the Human Body Facts About Massage and the Human Body Facts About Massage and the Human Body Facts About Massage and the Human Body Spinal cord: 1. How many pairs of cervical nerves are there? 8 2. How many total spinal nerves are there? 62 3.Wich of the following structures is known as the “horse’s tail”? Cauda equina 4. The length of the average adult spinal cord is: 16 – 18 inches 5. The largest nerve in the body is: Sciatic 6. Carpal tunnel syndrome results from damage to what nerve? Median nerve 7. The two divisions of the sciatic nerve are: Tibial and common Peroneal nerve 8. What nerve innervates the diaphragm? From which plexus does it arise? Phrenic nerve; cervical plexus 9. Damage to the cervical plexus may cause: Respiratory arrest 10. Which plexus supplies the buttock muscle...	`0`

Loss: BinaryCrossEntropyLoss with these parameters:

{
    "activation_fn": "torch.nn.modules.linear.Identity",
    "pos_weight": 5
}

Training Hyperparameters

Non-Default Hyperparameters

eval_strategy: steps
per_device_train_batch_size: 16
per_device_eval_batch_size: 16
learning_rate: 2e-05
num_train_epochs: 1
warmup_ratio: 0.1
seed: 12
bf16: True
dataloader_num_workers: 4
load_best_model_at_end: True

All Hyperparameters

Click to expand

overwrite_output_dir: False
do_predict: False
eval_strategy: steps
prediction_loss_only: True
per_device_train_batch_size: 16
per_device_eval_batch_size: 16
per_gpu_train_batch_size: None
per_gpu_eval_batch_size: None
gradient_accumulation_steps: 1
eval_accumulation_steps: None
torch_empty_cache_steps: None
learning_rate: 2e-05
weight_decay: 0.0
adam_beta1: 0.9
adam_beta2: 0.999
adam_epsilon: 1e-08
max_grad_norm: 1.0
num_train_epochs: 1
max_steps: -1
lr_scheduler_type: linear
lr_scheduler_kwargs: {}
warmup_ratio: 0.1
warmup_steps: 0
log_level: passive
log_level_replica: warning
log_on_each_node: True
logging_nan_inf_filter: True
save_safetensors: True
save_on_each_node: False
save_only_model: False
restore_callback_states_from_checkpoint: False
no_cuda: False
use_cpu: False
use_mps_device: False
seed: 12
data_seed: None
jit_mode_eval: False
use_ipex: False
bf16: True
fp16: False
fp16_opt_level: O1
half_precision_backend: auto
bf16_full_eval: False
fp16_full_eval: False
tf32: None
local_rank: 0
ddp_backend: None
tpu_num_cores: None
tpu_metrics_debug: False
debug: []
dataloader_drop_last: False
dataloader_num_workers: 4
dataloader_prefetch_factor: None
past_index: -1
disable_tqdm: False
remove_unused_columns: True
label_names: None
load_best_model_at_end: True
ignore_data_skip: False
fsdp: []
fsdp_min_num_params: 0
fsdp_config: {'min_num_params': 0, 'xla': False, 'xla_fsdp_v2': False, 'xla_fsdp_grad_ckpt': False}
fsdp_transformer_layer_cls_to_wrap: None
accelerator_config: {'split_batches': False, 'dispatch_batches': None, 'even_batches': True, 'use_seedable_sampler': True, 'non_blocking': False, 'gradient_accumulation_kwargs': None}
deepspeed: None
label_smoothing_factor: 0.0
optim: adamw_torch
optim_args: None
adafactor: False
group_by_length: False
length_column_name: length
ddp_find_unused_parameters: None
ddp_bucket_cap_mb: None
ddp_broadcast_buffers: False
dataloader_pin_memory: True
dataloader_persistent_workers: False
skip_memory_metrics: True
use_legacy_prediction_loop: False
push_to_hub: False
resume_from_checkpoint: None
hub_model_id: None
hub_strategy: every_save
hub_private_repo: None
hub_always_push: False
gradient_checkpointing: False
gradient_checkpointing_kwargs: None
include_inputs_for_metrics: False
include_for_metrics: []
eval_do_concat_batches: True
fp16_backend: auto
push_to_hub_model_id: None
push_to_hub_organization: None
mp_parameters:
auto_find_batch_size: False
full_determinism: False
torchdynamo: None
ray_scope: last
ddp_timeout: 1800
torch_compile: False
torch_compile_backend: None
torch_compile_mode: None
dispatch_batches: None
split_batches: None
include_tokens_per_second: False
include_num_input_tokens_seen: False
neftune_noise_alpha: None
optim_target_modules: None
batch_eval_metrics: False
eval_on_start: False
use_liger_kernel: False
eval_use_gather_object: False
average_tokens_across_devices: False
prompts: None
batch_sampler: batch_sampler
multi_dataset_batch_sampler: proportional

Training Logs

Click to expand

Epoch	Step	Training Loss	trivia-qa-dev_ndcg@10	NanoMSMARCO_R100_ndcg@10	NanoNFCorpus_R100_ndcg@10	NanoNQ_R100_ndcg@10	NanoBEIR_R100_mean_ndcg@10
-1	-1	-	0.1318 (-0.3914)	0.0126 (-0.5278)	0.2498 (-0.0752)	0.0467 (-0.4539)	0.1031 (-0.3523)
0.0000	1	1.3271	-	-	-	-	-
0.0080	200	1.2223	-	-	-	-	-
0.0160	400	1.2099	-	-	-	-	-
0.0240	600	1.1758	-	-	-	-	-
0.0320	800	1.1902	-	-	-	-	-
0.0400	1000	1.1393	0.2318 (-0.2914)	0.0432 (-0.4972)	0.2489 (-0.0761)	0.0551 (-0.4455)	0.1157 (-0.3396)
0.0480	1200	1.1652	-	-	-	-	-
0.0560	1400	1.1082	-	-	-	-	-
0.0639	1600	1.0283	-	-	-	-	-
0.0719	1800	1.0013	-	-	-	-	-
0.0799	2000	1.0483	0.5307 (+0.0075)	0.1720 (-0.3684)	0.2676 (-0.0574)	0.1383 (-0.3623)	0.1926 (-0.2627)
0.0879	2200	0.966	-	-	-	-	-
0.0959	2400	0.9216	-	-	-	-	-
0.1039	2600	0.9412	-	-	-	-	-
0.1119	2800	0.9191	-	-	-	-	-
0.1199	3000	0.8675	0.6463 (+0.1232)	0.4302 (-0.1102)	0.3536 (+0.0285)	0.3317 (-0.1690)	0.3718 (-0.0835)
0.1279	3200	0.8728	-	-	-	-	-
0.1359	3400	0.9244	-	-	-	-	-
0.1439	3600	0.9222	-	-	-	-	-
0.1519	3800	0.8791	-	-	-	-	-
0.1599	4000	0.8723	0.6443 (+0.1211)	0.4147 (-0.1257)	0.3148 (-0.0102)	0.3936 (-0.1071)	0.3744 (-0.0810)
0.1679	4200	0.8258	-	-	-	-	-
0.1758	4400	0.8285	-	-	-	-	-
0.1838	4600	0.8467	-	-	-	-	-
0.1918	4800	0.7799	-	-	-	-	-
0.1998	5000	0.818	0.6297 (+0.1065)	0.4948 (-0.0456)	0.3415 (+0.0165)	0.4258 (-0.0749)	0.4207 (-0.0347)
0.2078	5200	0.856	-	-	-	-	-
0.2158	5400	0.8106	-	-	-	-	-
0.2238	5600	0.777	-	-	-	-	-
0.2318	5800	0.8114	-	-	-	-	-
0.2398	6000	0.8141	0.6551 (+0.1319)	0.4885 (-0.0519)	0.3581 (+0.0331)	0.4244 (-0.0763)	0.4237 (-0.0317)
0.2478	6200	0.7774	-	-	-	-	-
0.2558	6400	0.7854	-	-	-	-	-
0.2638	6600	0.8054	-	-	-	-	-
0.2718	6800	0.7881	-	-	-	-	-
0.2798	7000	0.7781	0.6667 (+0.1436)	0.5259 (-0.0145)	0.3304 (+0.0053)	0.3093 (-0.1914)	0.3885 (-0.0668)
0.2877	7200	0.7602	-	-	-	-	-
0.2957	7400	0.7685	-	-	-	-	-
0.3037	7600	0.7513	-	-	-	-	-
0.3117	7800	0.7931	-	-	-	-	-
0.3197	8000	0.7748	0.6727 (+0.1496)	0.5589 (+0.0185)	0.3294 (+0.0044)	0.4668 (-0.0338)	0.4517 (-0.0036)
0.3277	8200	0.7644	-	-	-	-	-
0.3357	8400	0.743	-	-	-	-	-
0.3437	8600	0.7766	-	-	-	-	-
0.3517	8800	0.747	-	-	-	-	-
0.3597	9000	0.7542	0.6647 (+0.1415)	0.5094 (-0.0311)	0.3277 (+0.0026)	0.4750 (-0.0256)	0.4374 (-0.0180)
0.3677	9200	0.7454	-	-	-	-	-
0.3757	9400	0.7191	-	-	-	-	-
0.3837	9600	0.728	-	-	-	-	-
0.3917	9800	0.7239	-	-	-	-	-
0.3996	10000	0.6813	0.6610 (+0.1378)	0.5059 (-0.0346)	0.3351 (+0.0101)	0.4489 (-0.0517)	0.4300 (-0.0254)
0.4076	10200	0.7875	-	-	-	-	-
0.4156	10400	0.7408	-	-	-	-	-
0.4236	10600	0.7322	-	-	-	-	-
0.4316	10800	0.7841	-	-	-	-	-
0.4396	11000	0.7264	0.6491 (+0.1260)	0.5050 (-0.0355)	0.3321 (+0.0070)	0.3930 (-0.1077)	0.4100 (-0.0454)
0.4476	11200	0.7011	-	-	-	-	-
0.4556	11400	0.7747	-	-	-	-	-
0.4636	11600	0.7052	-	-	-	-	-
0.4716	11800	0.6655	-	-	-	-	-
0.4796	12000	0.73	0.6669 (+0.1437)	0.4888 (-0.0516)	0.3073 (-0.0178)	0.3785 (-0.1222)	0.3915 (-0.0638)
0.4876	12200	0.7504	-	-	-	-	-
0.4956	12400	0.7495	-	-	-	-	-
0.5036	12600	0.7094	-	-	-	-	-
0.5115	12800	0.6755	-	-	-	-	-
0.5195	13000	0.6782	0.6750 (+0.1518)	0.4853 (-0.0551)	0.3217 (-0.0033)	0.4144 (-0.0862)	0.4072 (-0.0482)
0.5275	13200	0.678	-	-	-	-	-
0.5355	13400	0.681	-	-	-	-	-
0.5435	13600	0.6514	-	-	-	-	-
0.5515	13800	0.6863	-	-	-	-	-
0.5595	14000	0.7023	0.6789 (+0.1557)	0.5437 (+0.0033)	0.3427 (+0.0176)	0.4433 (-0.0574)	0.4432 (-0.0122)
0.5675	14200	0.6769	-	-	-	-	-
0.5755	14400	0.7304	-	-	-	-	-
0.5835	14600	0.6913	-	-	-	-	-
0.5915	14800	0.6877	-	-	-	-	-
0.5995	15000	0.6988	0.6746 (+0.1514)	0.5105 (-0.0299)	0.3312 (+0.0061)	0.3680 (-0.1326)	0.4032 (-0.0522)
0.6075	15200	0.6808	-	-	-	-	-
0.6155	15400	0.7203	-	-	-	-	-
0.6235	15600	0.7301	-	-	-	-	-
0.6314	15800	0.6912	-	-	-	-	-
0.6394	16000	0.6702	0.6733 (+0.1502)	0.4937 (-0.0467)	0.3249 (-0.0002)	0.5041 (+0.0034)	0.4409 (-0.0145)
0.6474	16200	0.6686	-	-	-	-	-
0.6554	16400	0.7081	-	-	-	-	-
0.6634	16600	0.6736	-	-	-	-	-
0.6714	16800	0.6561	-	-	-	-	-
0.6794	17000	0.6835	0.6858 (+0.1626)	0.5074 (-0.0331)	0.3146 (-0.0105)	0.4786 (-0.0221)	0.4335 (-0.0219)
0.6874	17200	0.7044	-	-	-	-	-
0.6954	17400	0.6629	-	-	-	-	-
0.7034	17600	0.6937	-	-	-	-	-
0.7114	17800	0.6219	-	-	-	-	-
0.7194	18000	0.6892	0.6781 (+0.1549)	0.5375 (-0.0029)	0.2896 (-0.0354)	0.4680 (-0.0327)	0.4317 (-0.0237)
0.7274	18200	0.6823	-	-	-	-	-
0.7354	18400	0.6693	-	-	-	-	-
0.7433	18600	0.6874	-	-	-	-	-
0.7513	18800	0.665	-	-	-	-	-
0.7593	19000	0.6665	0.6900 (+0.1668)	0.5766 (+0.0361)	0.3179 (-0.0072)	0.5292 (+0.0286)	0.4746 (+0.0192)
0.7673	19200	0.6823	-	-	-	-	-
0.7753	19400	0.6685	-	-	-	-	-
0.7833	19600	0.6493	-	-	-	-	-
0.7913	19800	0.6545	-	-	-	-	-
0.7993	20000	0.6568	0.6919 (+0.1688)	0.5569 (+0.0164)	0.3158 (-0.0092)	0.4915 (-0.0092)	0.4547 (-0.0007)
0.8073	20200	0.6536	-	-	-	-	-
0.8153	20400	0.6806	-	-	-	-	-
0.8233	20600	0.6448	-	-	-	-	-
0.8313	20800	0.6837	-	-	-	-	-
0.8393	21000	0.6523	0.6887 (+0.1655)	0.5273 (-0.0131)	0.3058 (-0.0192)	0.4337 (-0.0669)	0.4223 (-0.0331)
0.8473	21200	0.6556	-	-	-	-	-
0.8552	21400	0.6394	-	-	-	-	-
0.8632	21600	0.6704	-	-	-	-	-
0.8712	21800	0.6934	-	-	-	-	-
0.8792	22000	0.6308	0.6892 (+0.1661)	0.5436 (+0.0032)	0.3189 (-0.0062)	0.4854 (-0.0152)	0.4493 (-0.0061)
0.8872	22200	0.6991	-	-	-	-	-
0.8952	22400	0.6601	-	-	-	-	-
0.9032	22600	0.6317	-	-	-	-	-
0.9112	22800	0.6611	-	-	-	-	-
0.9192	23000	0.6037	0.6929 (+0.1698)	0.5548 (+0.0144)	0.3160 (-0.0091)	0.4755 (-0.0251)	0.4488 (-0.0066)
0.9272	23200	0.619	-	-	-	-	-
0.9352	23400	0.6511	-	-	-	-	-
0.9432	23600	0.6534	-	-	-	-	-
0.9512	23800	0.6567	-	-	-	-	-
0.9592	24000	0.6863	0.6901 (+0.1669)	0.5300 (-0.0105)	0.3117 (-0.0134)	0.4399 (-0.0607)	0.4272 (-0.0282)
0.9671	24200	0.6479	-	-	-	-	-
0.9751	24400	0.6182	-	-	-	-	-
0.9831	24600	0.5852	-	-	-	-	-
0.9911	24800	0.6581	-	-	-	-	-
0.9991	25000	0.6045	0.6929 (+0.1697)	0.5394 (-0.0011)	0.3143 (-0.0108)	0.4561 (-0.0445)	0.4366 (-0.0188)
-1	-1	-	0.6929 (+0.1698)	0.5548 (+0.0144)	0.3160 (-0.0091)	0.4755 (-0.0251)	0.4488 (-0.0066)

The bold row denotes the saved checkpoint.

Framework Versions

Python: 3.11.10
Sentence Transformers: 4.0.1
Transformers: 4.49.0
PyTorch: 2.5.1+cu124
Accelerate: 1.5.2
Datasets: 2.21.0
Tokenizers: 0.21.0

Citation

BibTeX

Sentence Transformers

@inproceedings{reimers-2019-sentence-bert,
    title = "Sentence-BERT: Sentence Embeddings using Siamese BERT-Networks",
    author = "Reimers, Nils and Gurevych, Iryna",
    booktitle = "Proceedings of the 2019 Conference on Empirical Methods in Natural Language Processing",
    month = "11",
    year = "2019",
    publisher = "Association for Computational Linguistics",
    url = "https://arxiv.org/abs/1908.10084",
}

tomaarsen
/

reranker-ModernBERT-base-trivia-qa-bce

ModernBERT-base trained on TriviaQA

Model Details

Model Description

Model Sources

Usage

Direct Usage (Sentence Transformers)

Evaluation

Metrics

Cross Encoder Reranking

Cross Encoder Reranking

Cross Encoder Nano BEIR

Training Details

Training Dataset

Unnamed Dataset

Training Hyperparameters

Non-Default Hyperparameters

All Hyperparameters

Training Logs

Framework Versions

Citation

BibTeX

Sentence Transformers

Model tree for tomaarsen/reranker-ModernBERT-base-trivia-qa-bce

Evaluation results