shadowlilac/omniembed

SentenceTransformer

This is a sentence-transformers model trained on the EmotionClassification, FEVER, GooAQ, HotpotQA, MAmmoTH2, MIRACL, MSMARCO, NFCorpus, NaturalQuestions, PAQ, SQuAD, SciFact, SyntheticClassificationData and TriviaQA datasets. It maps sentences & paragraphs to a 1536-dimensional dense vector space and can be used for semantic textual similarity, semantic search, paraphrase mining, classification, clustering, and more.

Model Details

Model Description

• Model Type: Sentence Transformer
• Maximum Sequence Length: 2048 tokens
• Output Dimensionality: 1536 dimensions
• Similarity Function: Cosine Similarity
• Supported Modalities: Text, Image, Audio, Video, Message
• Training Datasets:
  • EmotionClassification
  • FEVER
  • GooAQ
  • HotpotQA
  • MAmmoTH2
  • MIRACL
  • MSMARCO
  • NFCorpus
  • NaturalQuestions
  • PAQ
  • SQuAD
  • SciFact
  • SyntheticClassificationData
  • TriviaQA

Model Sources

• Documentation: Sentence Transformers Documentation
• Repository: Sentence Transformers on GitHub
• Hugging Face: Sentence Transformers on Hugging Face

Full Model Architecture

SentenceTransformer(
  (0): Transformer({'transformer_task': 'feature-extraction', 'modality_config': {'text': {'method': 'forward', 'method_output_name': 'last_hidden_state'}, 'image': {'method': 'forward', 'method_output_name': 'last_hidden_state'}, 'audio': {'method': 'forward', 'method_output_name': 'last_hidden_state'}, 'video': {'method': 'forward', 'method_output_name': 'last_hidden_state'}, 'message': {'method': 'forward', 'method_output_name': 'last_hidden_state', 'format': 'structured'}}, 'module_output_name': 'token_embeddings', 'architecture': 'Gemma4Model'})
  (1): MultiheadAttentionPooling({'hidden_size': 1536, 'num_attention_heads': 16, 'intermediate_size': 6144, 'layer_norm_eps': 1e-06})
  (2): Normalize({})
)

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 SentenceTransformer

# Download from the 🤗 Hub
model = SentenceTransformer("shadowlilac/omniembed")
# Run inference
queries = [
    'query: who is responsible for choosing shows for the theatre',
]
documents = [
    "Theatre director A theatre director or stage director is an instructor in the theatre field who oversees and orchestrates the mounting of a theatre production (a play, an opera, a musical, or a devised piece of work) by unifying various endeavours and aspects of production. The director's function is to ensure the quality and completeness of theatre production and to lead the members of the creative team into realizing their artistic vision for it. The director therefore collaborates with a team of creative individuals and other staff, coordinating research, stagecraft, costume design, props, lighting design, acting, set design, stage combat, and sound design for the production. If the production he or she is mounting is a new piece of writing or a (new) translation of a play, the director may also work with the playwright or translator. In contemporary theatre, after the playwright, the director is generally the primary visionary, making decisions on the artistic concept and interpretation of the play and its staging. Different directors occupy different places of authority and responsibility, depending on the structure and philosophy of individual theatre companies. Directors use a wide variety of techniques, philosophies, and levels of collaboration.",
    "These advantages offset the high stress, physical exertion costs, and other risks of the migration. Predation can be heightened during migration: Eleonora's falcon Falco eleonorae, which breeds on Mediterranean islands, has a very late breeding season, coordinated with the autumn passage of southbound passerine migrants, which it feeds to its young. A similar strategy is adopted by the greater noctule bat, which preys on nocturnal passerine migrants. The higher concentrations of migrating birds at stopover sites make them prone to parasites and pathogens, which require a heightened immune response.",
    'Islam in Europe of Poles have a negative attitude towards Muslims, with only 23% having a positive attitude towards them. Furthermore, a majority agreed with statements like "Muslims are intolerant of customs and values other than their own." (64% agreed, 12% disagreed), "Muslims living in Western European countries generally do not acquire customs and values that are characteristic for the majority of the population of that country." (63% agreed, 14% disagreed), "Islam encourages violence more than other religions." (51% agreed, 24% disagreed). A February 2017 poll of 10 000 people in 10 Eurpean countries by Chatham House found on average a majority were',
]
query_embeddings = model.encode_query(queries)
document_embeddings = model.encode_document(documents)
print(query_embeddings.shape, document_embeddings.shape)
# [1, 1536] [3, 1536]

# Get the similarity scores for the embeddings
similarities = model.similarity(query_embeddings, document_embeddings)
print(similarities)
# tensor([[ 0.5173, -0.0165, -0.0641]])

Evaluation

Metrics

Information Retrieval

• Evaluated with InformationRetrievalEvaluator

Metric	Value
cosine_accuracy@1	0.7648
cosine_accuracy@3	0.835
cosine_accuracy@5	0.8474
cosine_accuracy@10	0.8587
cosine_precision@1	0.7648
cosine_precision@3	0.2783
cosine_precision@5	0.1695
cosine_precision@10	0.0859
cosine_recall@1	0.7648
cosine_recall@3	0.835
cosine_recall@5	0.8474
cosine_recall@10	0.8587
cosine_ndcg@10	0.8156
cosine_mrr@10	0.8014
cosine_map@100	0.8038

Training Details

Training Datasets

EmotionClassification

EmotionClassification

• Dataset: EmotionClassification
• Size: 8,496 training samples
• Columns: question, positive, and negative
• Approximate statistics based on the first 100 samples:

  	question	positive	negative
  type	string	string	string
  modality	text	text	text
  details	min: 12 tokens mean: 29.38 tokens max: 65 tokens	min: 7 tokens mean: 7.27 tokens max: 8 tokens	min: 7 tokens mean: 7.13 tokens max: 8 tokens

• Samples:

  question	positive	negative
  query: i feel like the supportive wife who does whatever he says and sits at home waiting for him to call with a plan of action	love	joy
  ive worked plenty of them and have yet to find one that leaves me feeling satisfied with the way ive spent another day that i will never get back	joy	love
  query: i feel uncontrollably agitated and i have no idea why	fear	surprise

• Loss: MatryoshkaLoss with these parameters:

  {
      "loss": "GeminiEmbedding2NCELoss",
      "matryoshka_dims": [
          1536,
          768,
          384
      ],
      "matryoshka_weights": [
          1,
          1,
          1
      ],
      "n_dims_per_step": -1
  }
  

FEVER

FEVER

• Dataset: FEVER
• Size: 93,190 training samples
• Columns: question, positive, and negative
• Approximate statistics based on the first 100 samples:

  	question	positive	negative
  type	string	string	string
  modality	text	text	text
  details	min: 13 tokens mean: 18.63 tokens max: 32 tokens	min: 68 tokens mean: 377.32 tokens max: 972 tokens	min: 13 tokens mean: 214.43 tokens max: 967 tokens

• Samples:

  question	positive	negative
  query: Lady Gaga is an artist.	The Fame Monster is a reissue of American singer Lady Gaga 's debut studio album , The Fame ( 2008 ) , and was released on November 18 , 2009 , through Interscope Records . Initially planned solely as a deluxe edition reissue of The Fame , Interscope later decided to release the eight new songs as a standalone EP in some territories . The decision was also due to Gaga believing the re-release was too expensive and that the albums were conceptually different , describing them as yin and yang . A super deluxe edition of The Fame Monster including The Fame and additional merchandise , including a lock of her wig , was released on December 15 , 2009 . Musically , The Fame Monster is a pop album with influences of disco , glam rock , and synthpop music of the 1970s and 1980s , as well as industrial and gothic music . The album was also inspired by fashion shows and runways . According to Gaga , the album deals with the darker side of fame , and are lyrically expressed through a monster me...	The Billboard Music Award winners for Top Dance/Electronic Artist : . Notable honorees include Lady Gaga , David Guetta , and Madonna .
  query: Lily James appeared in War & Peace.	Lily Chloe Ninette Thomson ( born 5 April 1989 ) , known as Lily James , is an English actress . She played Lady Rose Aldridge in the ITV period drama Downton Abbey and the title role in the 2015 Disney film Cinderella . James began her professional acting career as Ethel Brown in the 2010 BBC production Just William . In 2011 and 2012 , she earned warm reviews in several London theatre productions . She began to appear in Hollywood films in 2012 , with roles in Wrath of the Titans and Fast Girls , and was seen in further television roles , including that of Countess Natasha Rostova in the 2016 BBC historical drama series War & Peace .	War & Peace is a British-American historical period drama television serial first broadcast on BBC One on 3 January 2016 . It is a six-part adaptation of the novel War and Peace by the Russian author Leo Tolstoy , written by Andrew Davies and directed by Tom Harper . War & Peace aired on A&E , Lifetime , and History Channel in the United States as four two-hour episodes , beginning on 18 January 2016 . The serial stars Paul Dano , Lily James and James Norton in the leading roles .
  Willie Nelson has written many books with another person.	Willie Hugh Nelson ( born April 29 , 1933 ) is an American musician , singer , songwriter , author , poet , actor , and activist . The critical success of the album Shotgun Willie ( 1973 ) , combined with the critical and commercial success of Red Headed Stranger ( 1975 ) and Stardust ( 1978 ) , made Nelson one of the most recognized artists in country music . He was one of the main figures of outlaw country , a subgenre of country music that developed in the late 1960s as a reaction to the conservative restrictions of the Nashville sound . Nelson has acted in over 30 films , co-authored several books , and has been involved in activism for the use of biofuels and the legalization of marijuana . Born during the Great Depression , and raised by his grandparents , Nelson wrote his first song at age seven and joined his first band at ten . During high school , he toured locally with the Bohemian Polka as their lead singer and guitar player . After graduating from high school in 1950 , h...	Pretty Paper is a Christmas novel co-written by Willie Nelson and David Ritz . The book presents a fictional account about the life of the street vendor who inspired the song of the same name .

• Loss: MatryoshkaLoss with these parameters:

  {
      "loss": "GeminiEmbedding2NCELoss",
      "matryoshka_dims": [
          1536,
          768,
          384
      ],
      "matryoshka_weights": [
          1,
          1,
          1
      ],
      "n_dims_per_step": -1
  }
  

GooAQ

GooAQ

• Dataset: GooAQ
• Size: 66,466 training samples
• Columns: question, positive, and negative
• Approximate statistics based on the first 100 samples:

  	question	positive	negative
  type	string	string	string
  modality	text	text	text
  details	min: 14 tokens mean: 17.21 tokens max: 23 tokens	min: 25 tokens mean: 61.4 tokens max: 168 tokens	min: 23 tokens mean: 60.27 tokens max: 90 tokens

• Samples:

  question	positive	negative
  how long are nts good for?	The NTS expiration date is included on the NTS. Your NTS is valid for one testing event or until the expiration date, whichever is first exhausted for each examination section. This includes non-testing months.	Excluding certain prescription medicines such as nitroglycerin, insulin, and liquid antibiotics, most medicines stored under reasonable conditions retain at least 70% to 80% of their original potency for at least 1 to 2 years after the expiration date, even after the container has been opened.
  query: are we weightless in space?	Earth-orbiting astronauts are weightless for the same reasons that riders of a free-falling amusement park ride or a free-falling elevator are weightless. They are weightless because there is no external contact force pushing or pulling upon their body. In each case, gravity is the only force acting upon their body.	Microgravity is sometimes called "zero gravity," but this is misleading. Is There Gravity in Space? Gravity causes every object to pull every other object toward it. Some people think that there is no gravity in space. In fact, a small amount of gravity can be found everywhere in space.
  query: what are the 5 major branches of philosophy explain?	Traditionally, the main branches are Metaphysics, Epistemology, Logic, Aesthetics, and Ethics. The reality is less simple.	There are four major branches of science; each branch is categorized in different type of subjects that covers different areas of studies such us chemistry, physics, math, astronomy etc. The four major branches of science are, Mathematics and logic, biological science, physical science and social science.

• Loss: MatryoshkaLoss with these parameters:

  {
      "loss": "GeminiEmbedding2NCELoss",
      "matryoshka_dims": [
          1536,
          768,
          384
      ],
      "matryoshka_weights": [
          1,
          1,
          1
      ],
      "n_dims_per_step": -1
  }
  

HotpotQA

HotpotQA

• Dataset: HotpotQA
• Size: 113,132 training samples
• Columns: question, positive, and negative
• Approximate statistics based on the first 100 samples:

  	question	positive	negative
  type	string	string	string
  modality	text	text	text
  details	min: 15 tokens mean: 29.81 tokens max: 99 tokens	min: 20 tokens mean: 111.06 tokens max: 289 tokens	min: 19 tokens mean: 72.63 tokens max: 205 tokens

• Samples:

  question	positive	negative
  In which country is the agency that the Titan Mare Explorer was proposed to part of the federal government?	Titan Mare Explorer (TiME) is a proposed design for a lander for Saturn's moon Titan. TiME is a relatively low-cost, outer-planet mission designed to measure the organic constituents on Titan and would have performed the first nautical exploration of an extraterrestrial sea, analyze its nature and, possibly, observe its shoreline. As a Discovery-class mission it was designed to be cost-capped at US$425 million, not counting launch vehicle funding. It was proposed to NASA in 2009 by Proxemy Research as a scout-like pioneering mission, originally as part of NASA's Discovery Program. The TiME mission design reached the finalist stage during that Discovery mission selection, but was not selected, and despite attempts in the U.S. Senate failed to get earmark funding in 2013.	The Jet Propulsion Laboratory (JPL) is a federally funded research and development center and NASA field center in La Cañada Flintridge, California and Pasadena, California, United States.
  query: In what year was the male co-host of the upcoming series "The Handmade Project" born?	Nicholas "Nick" Offerman (born June 26, 1970) is an American actor, voice actor, producer, writer, comedian and carpenter widely known for his breakout role as Ron Swanson in the acclaimed NBC sitcom "Parks and Recreation", for which he received the Television Critics Association Award for Individual Achievement in Comedy. His first major television role since the end of "Parks and Recreation" was his role as Karl Weathers in the FX series "Fargo", for which he received a Critics' Choice Television Award nomination for Best Supporting Actor in a Movie/Miniseries and Gavin in the Ice Age franchise.	Milo Anthony Ventimiglia ( ; born July 8, 1977) is an American actor. After a series of roles in television series and parts in independent films, he gained international recognition for his roles as Jess Mariano on the television series "Gilmore Girls" from 2002 to 2006, and as Peter Petrelli on the NBC series "Heroes" from 2006 to 2011.
  query: Siamese Ponds Wilderness Area is a unit of the Forest Preserve in what northeastern US state?	The Adirondack Park is a part of New York's Forest Preserve in New York, United States. The park's boundary corresponds to the Adirondack Mountains. Unlike most preserves, about 52 percent of the land is privately owned inholdings heavily regulated by the Adirondack Park Agency. This area contains 102 towns and villages, as well as numerous farms, businesses, and an active timber harvesting industry. The year-round population is 132,000, with 200,000 seasonal residents. The inclusion of human communities makes the park one of the great experiments in conservation in the industrialized world.	Albany International Airport (IATA: ALB, ICAO: KALB, FAA LID: ALB) is a public airport seven miles (11 km) northwest of Albany, in Albany County, New York, United States. It is owned by the Albany County Airport Authority.

• Loss: MatryoshkaLoss with these parameters:

  {
      "loss": "GeminiEmbedding2NCELoss",
      "matryoshka_dims": [
          1536,
          768,
          384
      ],
      "matryoshka_weights": [
          1,
          1,
          1
      ],
      "n_dims_per_step": -1
  }
  

MAmmoTH2

MAmmoTH2

• Dataset: MAmmoTH2
• Size: 211,252 training samples
• Columns: question, positive, and negative
• Approximate statistics based on the first 100 samples:

  	question	positive	negative
  type	string	string	string
  modality	text	text	text
  details	min: 19 tokens mean: 64.78 tokens max: 296 tokens	min: 68 tokens mean: 257.88 tokens max: 730 tokens	min: 30 tokens mean: 244.08 tokens max: 620 tokens

• Samples:

  question	positive	negative
  query: Why do we use Poincaré invariant Lagrangians in field theories despite the real world not being homogeneous, isotropic, or exhibiting perfect translational and rotational invariance?	The use of Poincaré invariant Lagrangians in field theories is based on the assumption that the fundamental laws of physics are invariant under these transformations, not that the universe itself is. For instance, the speed of light is constant in all directions and physical constants like the electron's mass do not vary with position. When constructing a Lagrangian, we are effectively describing the dynamics of the system, not the initial conditions or the specific state of the universe. In classical mechanics, an external potential like $V(x)$ does break translational invariance. However, interaction potentials, such as $V(x_1 - x_2)$ between two particles, preserve this invariance. Similarly, in quantum field theory, interaction terms between particles typically have this form, maintaining Poincaré invariance.	In a Poincare invariant theory, the Lagrangian density should not exhibit explicit dependence on space-time coordinates. This means that the functional form of the Lagrangian density, $\mathcal{L}(\phi, \partial\phi, \partial^2\phi, \ldots, ;x)$, should not change if we perform a space-time translation. It is important to note that $\mathcal{L}$ is indeed a function of fields $\phi$, their derivatives, and the space-time point $x$. Yes, this absence of explicit space-time dependence leads to the condition: $$\tag{1} \partial_{\mu} \mathcal{L}=0. $$ However, the fields $\phi$ themselves may depend on space-time, so there is still an implicit dependence. The full derivative considering this is called the total space-time derivative: $$ d_{\mu}\mathcal{L}=~\partial_{\mu} \mathcal{L} + \frac{\partial\mathcal{L}}{\partial\phi}\partial_{\mu}\phi + \frac{\partial\mathcal{L}}{\partial(\partial_{\nu}\phi)} \partial_{\nu}\partial_{\mu}\phi + \ldots . $$ The condition (1), which result...
  query: What is the temperature required for initiating hydrogen fusion, and how does this temperature change after a successful reaction? Please provide a brief explanation of the process.	The temperature necessary for hydrogen fusion, specifically the proton-proton chain, which is the dominant process in the Sun, is around 15 million Kelvin (15 MK or 15 x 10^6°C). At this high temperature, protons have enough kinetic energy to overcome their natural electrostatic repulsion and come close enough for the strong nuclear force to take effect, allowing them to fuse. The fusion process does not involve all protons融合simultaneously; rather, it consists of a series of reactions with intermediate steps. One of these steps involves the conversion of a proton into a neutron, releasing a positron and a neutrino in the process (through beta-plus decay). The end result is the fusion of four hydrogen nuclei (protons) into a helium nucleus, releasing energy in the form of gamma rays. It's important to note that the temperature after the reaction is not a fixed value, as the Sun's core maintains a constant temperature due to the balance between energy production from fusion and energy ...	The temperatures required for nuclear fusion to occur are exceptionally high, typically in the millions of degrees Celsius. For instance, the International Thermonuclear Experimental Reactor (ITER) aims to achieve a plasma temperature of 150 million degrees Celsius (150.000.000K). In magnetic confinement fusion plasmas, temperatures around 15 keV, equivalent to about 170 megakelvins, are sufficient to prevent the plasma from neutralizing and ensure a high probability of fusion reactions between the positively charged nuclei, overcoming their electrostatic repulsion. The necessary temperature for various fusion reactions varies. The deuterium-tritium (DT) reaction, which is of interest due to its relatively low temperature requirements, peaks at approximately 70 keV (800 million kelvin). This is lower than other reactions commonly considered for fusion energy production. It's important to note that achieving fusion at lower temperatures becomes increasingly challenging, as the fusion...
  query: What is the expected voltage for fully charged AAA Ni-MH batteries in series, and how can overcharging be determined? Additionally, how should the charging rate differ for Ni-MH batteries of different sizes (e.g., AA and AAA)?	When AAA Ni-MH batteries are fully charged in series, the total voltage typically reaches around 3.0 to 3.1 volts. Overcharging can be determined by monitoring the battery's capacity after charging. If the capacity is close to the rated capacity or similar to the original capacity, the batteries are likely not overcharged. To ensure accurate charging, use a method based on dV/dt (change in voltage with respect to time) or DT/dt (change in temperature with respect to time) rather than voltage thresholds. The charging rate should be chosen according to the battery size. For AAA Ni-MH batteries, a charging rate of 350 to 500mA is appropriate, while for AA batteries, a higher rate of至少 700mA is recommended. Ideally, the charging rate should be at least C/3 (one-third of the rated capacity) to ensure a strong dV/dt signal. If automatic adjustment is not possible, a manual selection mechanism like a switch can be used to cater to different battery sizes.	It is normal to measure around 4.16 V to 4.18 V per series of three fully charged NiMH batteries. The voltage per cell at full charge is typically around 1.45 V, not 1.2 V. NiMH batteries can tolerate some overvoltage, especially at low charge currents, a process known as slow charging. This can cause the cells to heat up during charging. For more precise charging, fast chargers use zero delta V or negative delta V detection to determine when charging is complete. Regarding the 9 V charger output, since it is confirmed that the charger connects the two series packs in parallel during charging, creating a 6S1P configuration, the 9 V and 0.2 A output makes sense. The charger might be a "smart charger" using delta V sensing to terminate charging. Considering the 0.2 A charge current, it would take at least 1.1 Ah / 0.2 A = 5.5 hours to charge the batteries to 80% SOC (State of Charge). To reach 100% SOC, you may need an additional 50% of charging time, approximately 2.75 hours more. ...

• Loss: MatryoshkaLoss with these parameters:

  {
      "loss": "GeminiEmbedding2NCELoss",
      "matryoshka_dims": [
          1536,
          768,
          384
      ],
      "matryoshka_weights": [
          1,
          1,
          1
      ],
      "n_dims_per_step": -1
  }
  

MIRACL

MIRACL

• Dataset: MIRACL
• Size: 52,898 training samples
• Columns: question, positive, and negative
• Approximate statistics based on the first 100 samples:

  	question	positive	negative
  type	string	string	string
  modality	text	text	text
  details	min: 11 tokens mean: 19.6 tokens max: 40 tokens	min: 48 tokens mean: 191.38 tokens max: 1009 tokens	min: 21 tokens mean: 167.01 tokens max: 1309 tokens

• Samples:

  question	positive	negative
  query: শাহ এ এম এস কিবরিয়া কত সালে বাংলাদেশের অর্থমন্ত্রী হয় ?	১৯৫৪ সালে তৎকালীন পাকিস্তানের বৈদেশিক বিভাগে যোগদান করে কিবরিয়া পররাষ্ট্রবিষয়ক মন্ত্রণালয়ের রাজনৈতিক বিষয়ক বিভাগের মহাপরিচালক হয়েছিলেন। ১৯৮১-১৯৯২ সালের মধ্যেকার সময়ে তিনি জাতিসংঘের এশিয়া ও প্রশান্ত মহাসাগরীয় অঞ্চলের অর্থনৈতিক এবং সামাজিক কমিশন (এসকাপ)-এর প্রধান নির্বাহী ছিলেন। এছাড়াও, অর্থমন্ত্রী হিসেবে কিবরিয়া ১৯৯৬-২০০১ মেয়াদে তৎকালীন প্রধানমন্ত্রী শেখ হাসিনা সরকারের অর্থ মন্ত্রণালয়ের দায়িত্বে ছিলেন। ২০০১ সালের সংসদ নির্বাচনে এম.পি বা সংসদ সদস্য হিসেবে নির্বাচিত হয়েছিলেন।	বিরোধীদের কণ্ঠস্বররোধে বাংলাদেশ ভয়ানক ঝুঁকিতে অবস্থান করছে। দলগতভাবে সরকারের কার্যক্রমের বিপক্ষে নথিবদ্ধ বা বলার চেষ্টা করার পর তাদেরকে উত্তরোত্তর ভীতিপ্রদর্শন ও আক্রমণ করা হচ্ছে। ২৭ জানুয়ারি, ২০০৫ তারিখে সাবেক অর্থমন্ত্রী ও ধর্মনিরপেক্ষ বাংলাদেশ আওয়ামী লীগের জ্যেষ্ঠ সদস্য শাহ আবু মোহাম্মদ শামসুল কিবরিয়াকে হত্যা করা হয়। এরপর ২০০৪ সালে আওয়ামী লীগের নেতা শেখ হাসিনাকে গ্রেনেড ছুঁড়ে হত্যার চেষ্টা চালানো হয়। তিনি রক্ষা পেলেও তাঁর দলের তেইশ সদস্য নিহত হন। আওয়ামী লীগের অন্যান্য কনিষ্ঠ-জ্যেষ্ঠ সদস্যদেরকে হয়রানি ও ভীতিপ্রদর্শনের কথাও জানা যায়।
  Apa penyebab Pertempuran Pertama Bud Dajo?	Meskipun Moro permusuhan mereda selama hari-hari terakhir gubernur Wood (masa jabatan pengganti Wood, Tasker H. Bliss, adalah periode kedamaian relatif), itu dalam suasana tegang ini kemarahan Moro bahwa peristiwa yang mengarah ke Pertempuran Bud Dajo berlangsung. Menurut Hermann Hagedorn, orang-orang Moro yang tinggal di Bud Dajo adalah "sisa-sisa kain-menandai-dan-berbuntut dua atau tiga pemberontakan, kambing hitam dari selusin lipatan, pemberontak melawan pajak pemungutan suara, mati-keras terhadap pendudukan Amerika, penjahat yang tidak mengenal datto (penguasa) dan dikutuk oleh elemen stabil di antara Moro itu sendiri." Vic Hurley, penulis Swish of the Kris, menambahkan bahwa" penyebab yang berkontribusi pada pertempuran Bud Dajo adalah kebencian atas pembatasan perdagangan budak, merampok ternak, dan hak mencuri perempuan dari Moro Sulu." Di sisi lain, Mayor Hugh Scott menggambarkan para penghuni Bud Dajo sebagai penduduk desa yang tidak aman yang mencari perlindungan dari pergo...	Wood berpendapat bahwa mengepung (sekitarnya) Bud Dajo tidak akan mungkin, mengingat persediaan yang cukup dari para pemberontak, lingkaran dari gunung, daerah berhutan lebat, dan keberadaan jalan tersembunyi di sisi gunung. Selama Pertempuran Kedua Bud Dajo, pada bulan Desember 1911, Jenderal "Black Jack" Pershing (gubernur militer ketiga dan terakhir Provinsi Moro) berhasil mengepung Bud Dajo, dengan memotong jejak lateral yang mengelilingi gunung, 300 yd ( 270 m) menurun dari bibir kawah. Ini memotong Moro di kawah dari jalur gunung yang tersembunyi. Namun, situasi taktis yang dihadapi Pershing pada tahun 1911 jauh berbeda dengan yang dihadapi Wood pada tahun 1906.
  query: เจ้าฟ้าเพชรรัตนราชสุดา สิริโสภาพัณณวดี คือใคร?	ท่านผู้หญิงศรีนาถ สุริยะ เป็นทั้งคุณข้าหลวงในพระนางเจ้าสุวัทนา พระวรราชเทวี และพระอาจารย์ในพระองค์สมเด็จพระเจ้าภคินีเธอ เจ้าฟ้าเพชรรัตนราชสุดา สิริโสภาพัณณวดี พระราชธิดาเพียงพระองค์เดียวใน พระบาทสมเด็จพระมงกุฎเกล้าเจ้าอยู่หัว กับ พระนางเจ้าสุวัทนา พระวรราชเทวี และ สมเด็จพระเจ้าภคินีเธอ เจ้าฟ้าเพชรรัตนราชสุดา สิริโสภาพัณณวดี ซึ่งทรงไว้วางพระทัยมาก ท่านผู้หญิงเคยตามเสด็จ พระนางเจ้าสุวัทนา พระวรราชเทวี และ สมเด็จพระเจ้าภคินีเธอ เจ้าฟ้าเพชรรัตนราชสุดา สิริโสภาพัณณวดี ประพาสสหรัฐอเมริกา	แม้ในเวลานี้สมเด็จพระเจ้าภคินีเธอ เจ้าฟ้าเพชรรัตนราชสุดา สิริโสภาพัณณวดีจะเสด็จสวรรคตแล้ว แต่พระองค์ยังคงสถิตย์อยู่ในดวงใจและเป็นดั่งดวงแก้วดวงขวัญแห่งกำลังใจให้แก่คณะผู้บริหาร ข้าราชการครู บุคลากรและนักเรียนโรงเรียนห้องสอนศึกษา ในพระอุปถัมภ์ฯ อยู่เสมอ

• Loss: MatryoshkaLoss with these parameters:

  {
      "loss": "GeminiEmbedding2NCELoss",
      "matryoshka_dims": [
          1536,
          768,
          384
      ],
      "matryoshka_weights": [
          1,
          1,
          1
      ],
      "n_dims_per_step": -1
  }
  

MSMARCO

MSMARCO

• Dataset: MSMARCO
• Size: 333,132 training samples
• Columns: question, positive, and negative
• Approximate statistics based on the first 100 samples:

  	question	positive	negative
  type	string	string	string
  modality	text	text	text
  details	min: 10 tokens mean: 13.85 tokens max: 20 tokens	min: 27 tokens mean: 88.76 tokens max: 224 tokens	min: 33 tokens mean: 85.91 tokens max: 176 tokens

• Samples:

  question	positive	negative
  query: symptoms of iron overload	Hemochromatosis can affect many parts of the body and cause various signs and symptoms. Many of the signs and symptoms are similar to those of other diseases. Signs and symptoms of hemochromatosis usually don't occur until middle age. Women are more likely to have general symptoms first, such as fatigue (tiredness). In men, complications such as diabetes or cirrhosis (scarring of the liver) often are the first signs of the disease. Signs and symptoms also vary based on the severity of the disease. Common signs and symptoms of hemochromatosis include joint pain, fatigue, general weakness, weight loss, and stomach pain. Not everyone who has hemochromatosis has signs or symptoms of the disease. Estimates of how many people develop signs and symptoms vary greatly.	Symptoms of this syndrome include: Frequent nosebleeds in children; Bleeding in the gastrointestinal tract (GI), including loss of blood in the stool, or dark or black stools; Seizures or unexplained, small strokes (from bleeding into the brain) Shortness of breath; Enlarged liver; Heart failure; Anemia caused by low iron
  query: which mountains separate france from italy and switzerland	The Alps form a large mountain range dominating Central Europe, including parts of Italy, France, Switzerland, Liechtenstein, Austria, Slovenia, Germany and possibly Hungary (if one includes the Guenser Günser gebirge or Ödenburger Oedenburger ödenburger gebirge In). the alpshe Alps form a large mountain range dominating Central Europe, including parts of Italy, France, Switzerland, Liechtenstein, Austria, Slovenia, Germany and possibly Hungary (if one includes the Guenser Günser gebirge or Ödenburger Oedenburger ödenburger gebirge In). the alps	About Switzerland. Switzerland lies in the south west of Europe, entirely land locked by Germany, France, Italy, Austria and Liechtenstein and is home to a climate which varies largely across the small country, a result of the topography which rises and falls across the land.
  symptoms for sty in toddlers	Here are a few symptoms of recurring eye stye in children you can watch out for: A small reddish bump near your child’s eyelashes. Swelling in the affected eye lid; Pain in the affected eye lid; Watery eyes [ Read: Papular Urticaria In Children] Treatment For Stye In Children: A sty in your child’s eye may be uncomfortable and painful, but in most cases it will go away on its own. You can do a warm compress on your child’s sty which will help soothe the pain and release the pus.	Eyelid Problems. Eyelid Problems. Eyelid problems may be caused by irritation or infection. Common symptoms are redness, swelling, itching, and excess tearing; some drainage may also be present. Common symptoms of a stye (hordeolum) include swelling and tenderness or a tender red lump on the eyelid with occasional discharge from the lump.

• Loss: MatryoshkaLoss with these parameters:

  {
      "loss": "GeminiEmbedding2NCELoss",
      "matryoshka_dims": [
          1536,
          768,
          384
      ],
      "matryoshka_weights": [
          1,
          1,
          1
      ],
      "n_dims_per_step": -1
  }
  

NFCorpus

NFCorpus

• Dataset: NFCorpus
• Size: 2,256 training samples
• Columns: question, positive, and negative
• Approximate statistics based on the first 100 samples:

  	question	positive	negative
  type	string	string	string
  modality	text	text	text
  details	min: 7 tokens mean: 11.77 tokens max: 24 tokens	min: 62 tokens mean: 323.72 tokens max: 2048 tokens	min: 25 tokens mean: 291.27 tokens max: 699 tokens

• Samples:

  question	positive	negative
  query: gingerols	OBJECTIVE: Watermelon is a rich source of citrulline, an amino acid that can be metabolized to arginine, a conditionally essential amino acid for humans. Arginine is the nitrogenous substrate used in the synthesis of nitric oxide and plays an essential role in cardiovascular and immune functions. No detailed studies have been conducted to evaluate plasma arginine response in humans after long-term feeding of citrulline from natural plant sources. This study investigated if watermelon juice consumption increases fasting concentrations of plasma arginine, ornithine, and citrulline in healthy adult humans. METHODS: Subjects (n = 12-23/treatment) consumed a controlled diet and 0 (control), 780, or 1560 g of watermelon juice per day for 3 wk in a crossover design. The treatments provided 1 and 2 g of citrulline per day. Treatment periods were preceded by washout periods of 2 to 4 wk. RESULTS: Compared with the baseline, fasting plasma arginine concentrations increased 12% after 3 wk of the ...	BACKGROUND: Lifestyle choices are associated with cardiovascular disease and mortality. The purpose of this study was to compare adherence to healthy lifestyle habits in adults between 1988 and 2006. METHODS: Analysis of adherence to 5 healthy lifestyle trends (>or=5 fruits and vegetables/day, regular exercise >12 times/month, maintaining healthy weight [body mass index 18.5-29.9 kg/m(2)], moderate alcohol consumption [up to 1 drink/day for women, 2/day for men] and not smoking) in the National Health and Nutrition Examination Survey 1988-1994 were compared with results from the National Health and Nutrition Examination Survey 2001-2006 among adults aged 40-74 years. RESULTS: Over the last 18 years, the percent of adults aged 40-74 years with a body mass index >or=30 kg/m(2) has increased from 28% to 36% (P <.05); physical activity 12 times a month or more has decreased from 53% to 43% (P <.05); smoking rates have not changed (26.9% to 26.1%); eating 5 or more fruits and vegetables a d...
  query: cosmic rays	The authors evaluated the possible association between dietary history and plasma clastogenic factors in children who immigrated to Israel between 1989 and 1993 from regions contaminated by the Chernobyl accident. The authors compared questionnaire data about demographic variables, dietary histories before and after immigration occurred, and health status with clastogenic factor scores for 162 immigrants. Logistic regression analysis revealed a negative association between clastogenic factor scores and frequency of consumption of fresh vegetables and fruit among children < or = 7 yr of age during the postimmigration period. Intake of eggs and fish by boys who were < or = 7 yr of age prior to immigration was associated positively with clastogenic factor scores. Consumption of fresh vegetables and fruits afforded protection to the immune systems of children who were < or = 7 yr of age.	To assess the physiologic effects of cherry consumption, we measured plasma urate, antioxidant and inflammatory markers in 10 healthy women who consumed Bing sweet cherries. The women, age 22-40 y, consumed two servings (280 g) of cherries after an overnight fast. Blood and urine samples were taken before the cherry dose, and at 1.5, 3 and 5 h postdose. Plasma urate decreased 5 h postdose, mean +/- SEM = 183 +/- 15 micro mol/L compared with predose baseline of 214 +/- 13 micro mol/L (P < 0.05). Urinary urate increased postdose, with peak excretion of 350 +/- 33 micro mol/mmol creatinine 3 h postdose compared with 202 +/- 13 at baseline (P < 0.01). Plasma C-reactive protein (CRP) and nitric oxide (NO) concentrations had decreased marginally 3 h postdose (P < 0.1), whereas plasma albumin and tumor necrosis factor-alpha were unchanged. The vitamin C content of the cherries was solely as dehydroascorbic acid, but postdose increases in plasma ascorbic acid indicated that dehydroascorbic aci...
  Tylenol	We report the annual results of patch testing with lavender oil for a 9-year period from 1990 to 1998 in Japan. Using Finn Chambers and Scanpor tape, we performed 2-day closed patch testing with lavender oil 20% pet. on the upper back of each patient suspected of having cosmetic contact dermatitis. We compared the frequency of positive patch tests to lavender oil each year with those to other fragrances. We diagnosed contact allergy when patch test reactions were + or <+ at 1 day after removal. The positivity rate of lavender oil was 3.7% (0-13.9%) during the 9-year period from 1990 to 1998. The positivity rate of lavender oil increased suddenly in 1997. Recently, in Japan, there has been a trend for aromatherapy using lavender oil. With this trend, placing dried lavender flowers in pillows, drawers, cabinets, or rooms has become a new fashion. We asked patients who showed a positive reaction to lavender oil about their use of dried lavender flowers. We confirmed the use of dried laven...	In a prospective, randomised, controlled trial to determine whether comprehensive lifestyle changes affect coronary atherosclerosis after 1 year, 28 patients were assigned to an experimental group (low-fat vegetarian diet, stopping smoking, stress management training, and moderate exercise) and 20 to a usual-care control group. 195 coronary artery lesions were analysed by quantitative coronary angiography. The average percentage diameter stenosis regressed from 40.0 (SD 16.9)% to 37.8 (16.5)% in the experimental group yet progressed from 42.7 (15.5)% to 46.1 (18.5)% in the control group. When only lesions greater than 50% stenosed were analysed, the average percentage diameter stenosis regressed from 61.1 (8.8)% to 55.8 (11.0)% in the experimental group and progressed from 61.7 (9.5)% to 64.4 (16.3)% in the control group. Overall, 82% of experimental-group patients had an average change towards regression. Comprehensive lifestyle changes may be able to bring about regression of even se...

• Loss: MatryoshkaLoss with these parameters:

  {
      "loss": "GeminiEmbedding2NCELoss",
      "matryoshka_dims": [
          1536,
          768,
          384
      ],
      "matryoshka_weights": [
          1,
          1,
          1
      ],
      "n_dims_per_step": -1
  }
  

NaturalQuestions

NaturalQuestions

• Dataset: NaturalQuestions
• Size: 66,620 training samples
• Columns: question, positive, and negative
• Approximate statistics based on the first 100 samples:

  	question	positive	negative
  type	string	string	string
  modality	text	text	text
  details	min: 14 tokens mean: 17.6 tokens max: 26 tokens	min: 22 tokens mean: 144.47 tokens max: 360 tokens	min: 53 tokens mean: 182.92 tokens max: 477 tokens

• Samples:

  question	positive	negative
  query: the color of visible light can be determined by frequency or	Color Electromagnetic radiation is characterized by its wavelength (or frequency) and its intensity. When the wavelength is within the visible spectrum (the range of wavelengths humans can perceive, approximately from 390 nm to 700 nm), it is known as "visible light".	Frequency Frequency is the number of occurrences of a repeating event per unit of time.[1] It is also referred to as temporal frequency, which emphasizes the contrast to spatial frequency and angular frequency. The period is the duration of time of one cycle in a repeating event, so the period is the reciprocal of the frequency.[2] For example, if a newborn baby's heart beats at a frequency of 120 times a minute, its period—the time interval between beats—is half a second (that is, 60 seconds divided by 120 beats). Frequency is an important parameter used in science and engineering to specify the rate of oscillatory and vibratory phenomena, such as mechanical vibrations, audio signals (sound), radio waves, and light.
  query: who plays jon snow in the game of thrones	Kit Harington Since 2011, Harington has risen to prominence playing the role of Jon Snow in the HBO television series Game of Thrones, which garnered him a nomination for the 2016 Primetime Emmy Award. In 2017, Harington became one of the highest-paid actors on television and earned £2 million per episode of Game of Thrones.	Richard Madden Richard Madden (born 18 June 1986) is a Scottish stage, film, and television actor best known for portraying Robb Stark in the HBO series Game of Thrones and Prince Kit in Disney's Cinderella.[1][2]
  query: is there a sequel to batman versus superman	Batman v Superman: Dawn of Justice Batman v Superman: Dawn of Justice premiered at the Auditorio Nacional in Mexico City on March 19, 2016, and was released in the United States on March 25, 2016 in 2D, 3D, IMAX 3D, 4DX, premium large formats, and 70 mm prints by Warner Bros. Pictures. Following a strong debut that set new box office records, the film experienced a historic drop in its second weekend and never recovered. Despite turning a profit, it was deemed a box office disappointment and received generally unfavorable reviews from critics for its tone, screenplay, and pacing, though some praised its visual style and acting performances. An extended cut dubbed the "Ultimate Edition", which features 31 minutes of additional footage, was released digitally on June 28, 2016, and on Blu-ray on July 19, 2016. A direct sequel, titled Justice League, was released in November 2017.[3][4]	Justice League (film) With the release of Man of Steel in June 2013, Goyer was hired to write a sequel, as well as a new Justice League, with the Beall draft being scrapped.[64] The sequel was later revealed to be Batman v Superman: Dawn of Justice, a team-up film featuring Henry Cavill as Superman, Ben Affleck as Batman, Gal Gadot as Wonder Woman, Ezra Miller as The Flash, Jason Momoa as Aquaman, and Ray Fisher as Victor Stone / Cyborg, the latter three in minor roles that became more significant in the Justice League film. The universe is separate from Nolan and Goyer's work on The Dark Knight trilogy, although Nolan was still involved as an executive producer for Batman v Superman.[65] In April 2014, it was announced that Zack Snyder would also direct Goyer's Justice League script.[66] Warner Bros. was reportedly courting Chris Terrio to rewrite Justice League the following July, after having been impressed with his rewrite of Batman v Superman: Dawn of Justice.[67] On October 15, 2...

• Loss: MatryoshkaLoss with these parameters:

  {
      "loss": "GeminiEmbedding2NCELoss",
      "matryoshka_dims": [
          1536,
          768,
          384
      ],
      "matryoshka_weights": [
          1,
          1,
          1
      ],
      "n_dims_per_step": -1
  }
  

PAQ

PAQ

• Dataset: PAQ
• Size: 333,132 training samples
• Columns: question, positive, and negative
• Approximate statistics based on the first 100 samples:

  	question	positive	negative
  type	string	string	string
  modality	text	text	text
  details	min: 13 tokens mean: 18.78 tokens max: 26 tokens	min: 116 tokens mean: 145.85 tokens max: 202 tokens	min: 118 tokens mean: 147.55 tokens max: 244 tokens

• Samples:

  question	positive	negative
  query: who is the distribution partner of ship of theseus	Ship of Theseus (film) released in theatres across Bangalore, Mumbai, Pune, Delhi, Kolkata and Hyderabad on 19 July 2013. Through the Vote For Your City Campaign, an initiative which saw audiences vote for the film to be released in specific cities, the film was released in Chennai, Kochi, Baroda and Ahmedabad on 26 July 2013. Film was further released in 17 more cities on 2 August. Kiran Rao, after watching the film at Enlighten Films’ Naya Film Festival, came on board to present it to Indian audiences with UTV Motion Pictures as the distribution partner. On 7 November 2013 the film was released in	Sohum Shah (actor) Sohum Shah is an Indian actor, producer, and entrepreneur. He made his first screen appearance in 2010 with movie Baabarr, where he played antagonist and in 2012 with the National Award-winning film "Ship of Theseus" which was produced under his banner, Recyclewala Films. Following his debut, Shah featured in "Talvar" (2015) and "Simran" (2017). Sohum Shah was born in a Sri Ganganagar (Rajasthan) He shifted to Mumbai to make films. He started his own production house, Recyclewala Films, to create content-driven film. His first film was the critically acclaimed "Ship of Theseus", where he played the role
  query: how many residences are there at the university of johannesburg	Jacobs), the UJ Drama Company, the UJ Dance Company and the UJ Song and Dance Company. UJ enrolled 43,630 undergraduates and 6,280 graduate students in 2011. Women constituted 55 percent of the total student headcount. Residence life Student Accommodation & Residence Life division is mainly responsible for the accommodation of approximately 19000 students in both university owned and managed residences as well as off-campus accredited privately owned accommodation. This is a vast division with 35 residences spread over 4 campuses at the University of Johannesburg. It should further be noted that, the total number of 35 residences are inclusive of	Tshwane University of Technology Tshwane University of Technology (TUT) is a higher education institution in South Africa that came into being through a merger of three technikons — Technikon Northern Gauteng, Technikon North-West and Technikon Pretoria. As the number of students registering annually grows rapidly, records show that Tshwane University of Technology caters for approximately 60,000 students and it has become the largest residential higher education institution in South Africa. It comprises up to six satellite campuses. These campuses include Pretoria, Soshanguve, Ga-Rankuwa, Witbank (eMalahleni), Mbombela and Polokwane campuses. Two faculties, namely the Faculties of Science and The Arts, have
  query: the law of inertia negation states that the inertia of an object must be in	in a straight line, unless compelled to change that state by a net force." Inertia is the resistance against changes in the motion of an object. Objects within objects each possess their own inertia, and will collide with each other when the containing object is moved. A device that would be capable of inertia negation is described as being capable of reducing the inertia of both the larger containing object, and of all contained objects within, so as to make changes in motion easier, and to reduce or prevent damage due to internal collisions. The inertia is not absorbed or	acted upon by an external net force (resultant force). This law is an extension of Galileo's insight that constant velocity was associated with a lack of net force (see a more detailed description of this below). Newton proposed that every object with mass has an innate inertia that functions as the fundamental equilibrium "natural state" in place of the Aristotelian idea of the "natural state of rest". That is, Newton's empirical First Law contradicts the intuitive Aristotelian belief that a net force is required to keep an object moving with constant velocity. By making "rest" physically indistinguishable from "non-zero constant

• Loss: MatryoshkaLoss with these parameters:

  {
      "loss": "GeminiEmbedding2NCELoss",
      "matryoshka_dims": [
          1536,
          768,
          384
      ],
      "matryoshka_weights": [
          1,
          1,
          1
      ],
      "n_dims_per_step": -1
  }
  

SQuAD

SQuAD

• Dataset: SQuAD
• Size: 58,198 training samples
• Columns: question, positive, and negative
• Approximate statistics based on the first 100 samples:

  	question	positive	negative
  type	string	string	string
  modality	text	text	text
  details	min: 14 tokens mean: 19.98 tokens max: 43 tokens	min: 44 tokens mean: 164.26 tokens max: 578 tokens	min: 43 tokens mean: 178.24 tokens max: 409 tokens

• Samples:

  question	positive	negative
  query: In Iranian cuisine, what is habitually used with fruits?	Iranian cuisine is diverse due to its variety of ethnic groups and the influence of other cultures. Herbs are frequently used along with fruits such as plums, pomegranates, quince, prunes, apricots, and raisins. Iranians usually eat plain yogurt with lunch and dinner; it is a staple of the diet in Iran. To achieve a balanced taste, characteristic flavourings such as saffron, dried limes, cinnamon, and parsley are mixed delicately and used in some special dishes. Onions and garlic are normally used in the preparation of the accompanying course, but are also served separately during meals, either in raw or pickled form. Iran is also famous for its caviar.	Fresh vegetables and fruits are common ingredients. Frequently used vegetables include courgettes, green peppers, okra, green beans, artichokes, carrots, tomatoes, cucumbers, lettuce and grape leaves, and pulses such as beans, broad beans, peas, black-eyed beans, chick-peas and lentils. The most common fruits and nuts are pears, apples, grapes, oranges, mandarines, nectarines, medlar, blackberries, cherry, strawberries, figs, watermelon, melon, avocado, lemon, pistachio, almond, chestnut, walnut, and hazelnut.
  query: What could the prophet Laozi offer in return for the confession of sins?	It was believed that immortality could be achieved if one reached the lands of the Queen Mother of the West or Mount Penglai. Han-era Daoists assembled into small groups of hermits who attempted to achieve immortality through breathing exercises, sexual techniques and use of medical elixirs. By the 2nd century AD, Daoists formed large hierarchical religious societies such as the Way of the Five Pecks of Rice. Its followers believed that the sage-philosopher Laozi (fl. 6th century BC) was a holy prophet who would offer salvation and good health if his devout followers would confess their sins, ban the worship of unclean gods who accepted meat sacrifices and chant sections of the Daodejing.	In the 6th century BCE, Taoist teacher Lao Tzu espoused a series of naturalistic concepts with some elements of humanistic philosophy. The Silver Rule of Confucianism from Analects XV.24, is an example of ethical philosophy based on human values rather than the supernatural. Humanistic thought is also contained in other Confucian classics, e.g., as recorded in Zuo Zhuan, Ji Liang says, "People is the zhu (master, lord, dominance, owner or origin) of gods. So, to sage kings, people first, gods second"; Neishi Guo says, "Gods, clever, righteous and wholehearted, comply with human." Taoist and Confucian secularism contain elements of moral thought devoid of religious authority or deism however they only partly resembled our modern concept of secularism.
  query: What was the range of the mitrailleuse?	The French breech-loading rifle, the Chassepot, had a far longer range than the German needle gun; 1,500 yards (1,400 m) compared to 600 yd (550 m). The French also had an early machine-gun type weapon, the mitrailleuse, which could fire its thirty-seven barrels at a range of around 1,200 yd (1,100 m). It was developed in such secrecy, that little training with the weapon had occurred, leaving French gunners with no experience; the gun was treated like artillery and in this role it was ineffective. Worse still, once the small number of soldiers who had been trained how to use the new weapon became casualties, there were no replacements who knew how to operate the mitrailleuse.	The army was still equipped with the Dreyse needle gun of Battle of Königgrätz fame, which was by this time showing the age of its 25-year-old design. The rifle had a range of only 600 m (2,000 ft) and lacked the rubber breech seal that permitted aimed shots. The deficiencies of the needle gun were more than compensated for by the famous Krupp 6-pounder (3 kg) steel breech-loading cannons being issued to Prussian artillery batteries. Firing a contact-detonated shell, the Krupp gun had a longer range and a higher rate of fire than the French bronze muzzle loading cannon, which relied on faulty time fuses.

• Loss: MatryoshkaLoss with these parameters:

  {
      "loss": "GeminiEmbedding2NCELoss",
      "matryoshka_dims": [
          1536,
          768,
          384
      ],
      "matryoshka_weights": [
          1,
          1,
          1
      ],
      "n_dims_per_step": -1
  }
  

SciFact

SciFact

• Dataset: SciFact
• Size: 551 training samples
• Columns: question, positive, and negative
• Approximate statistics based on the first 100 samples:

  	question	positive	negative
  type	string	string	string
  modality	text	text	text
  details	min: 15 tokens mean: 25.05 tokens max: 45 tokens	min: 133 tokens mean: 329.54 tokens max: 993 tokens	min: 122 tokens mean: 297.14 tokens max: 685 tokens

• Samples:

  question	positive	negative
  A diminished ovarian reserve is a very strong indicator of infertility, even in an a priori non-infertile population.	Importance Despite lack of evidence of their utility, biomarkers of ovarian reserve are being promoted as potential markers of reproductive potential. Objective To determine the associations between biomarkers of ovarian reserve and reproductive potential among women of late reproductive age. Design, Setting, and Participants Prospective time-to-pregnancy cohort study (2008 to date of last follow-up in March 2016) of women (N = 981) aged 30 to 44 years without a history of infertility who had been trying to conceive for 3 months or less, recruited from the community in the Raleigh-Durham, North Carolina, area. Exposures Early-follicular-phase serum level of antimüllerian hormone (AMH), follicle-stimulating hormone (FSH), and inhibin B and urinary level of FSH. Main Outcomes and Measures The primary outcomes were the cumulative probability of conception by 6 and 12 cycles of attempt and relative fecundability (probability of conception in a given menstrual cycle). Conception was defined...	CONTEXT Anti-müllerian hormone (AMH) is an ovarian reserve marker that is increasingly applied in clinical practice as a prognostic and diagnostic tool. Despite increased use of AMH in clinical practice, large-scale studies addressing the influence of possible determinants on AMH levels are scarce. OBJECTIVE We aimed to address the role of reproductive and lifestyle determinants of AMH in a large population-based cohort of women. DESIGN In this cross-sectional study, age-specific AMH percentiles were calculated using general linear modeling with CG-LMS (Cole and Green, Lambda, Mu, and Sigma model, an established method to calculate growth curves for children). SETTING Women from the general community participating in the Doetinchem Cohort study were assessed. PARTICIPANTS Two thousand three hundred twenty premenopausal women were included. MAIN OUTCOME MEASURE The effect of female reproductive and lifestyle factors on shifts in age-specific AMH percentiles was studied. RESULTS In compa...
  query: Integrating classroom-based collaborative learning with Web-based collaborative learning offers the best class performance.	It is becoming “a truth universally acknowledged” that the education of undergraduate medical students will be enhanced through the use of computer assisted learning. Access to the wide range of online options illustrated in the figure must surely make learning more exciting, effective, and likely to be retained. This assumption is potentially but by no means inevitably correct. ### Box 1: Why fund computer assisted learning? Computer assisted learning is inevitable —Individual lecturers and departments are already beginning to introduce a wide range of computer based applications, sometimes in a haphazard way. Planned and coordinated development is better than indiscriminate expansion It is convenient and flexible —Courses supported by computer assisted learning applications may require fewer face to face lectures and seminars and place fewer geographical and temporal constraints on staff and students. Students at peripheral hospitals or primary care centres may benefit in particular...	BACKGROUND Improving the design and implementation of evidence-based practice depends on successful behaviour change interventions. This requires an appropriate method for characterising interventions and linking them to an analysis of the targeted behaviour. There exists a plethora of frameworks of behaviour change interventions, but it is not clear how well they serve this purpose. This paper evaluates these frameworks, and develops and evaluates a new framework aimed at overcoming their limitations. METHODS A systematic search of electronic databases and consultation with behaviour change experts were used to identify frameworks of behaviour change interventions. These were evaluated according to three criteria: comprehensiveness, coherence, and a clear link to an overarching model of behaviour. A new framework was developed to meet these criteria. The reliability with which it could be applied was examined in two domains of behaviour change: tobacco control and obesity. RESULTS Nin...
  query: British female students are bullied more than British male students.	Bullying is still prevalent in schools and is clearly stressful for victims. 1 2 It may also have undesirable consequences for bullies, with antisocial behaviour persisting into adulthood. Victims are generally reported to be weaker than the bullies. 2 3 This would suggest that very short pupils are more likely to be victims and less likely to be the aggressors. The Wessex growth study allowed us to examine the prevalence of bullying, as experienced or perpetrated by pupils of different heights. Ninety two short normal adolescents who had been below the third centile for height at school entry4 and 117 controls matched for age and sex completed a bullying questionnaire, derived from work by Whitney and Smith.5 There were no refusals or any significant differences in sex or social class between the groups. Mean age (range) was 14.7 (13.4-15.7) years. Mean height SD scores were: short pupils −1.90 (−3.53 to −0.01), controls 0.31 (−1.41 …	OBJECTIVE To determine whether there are risk factors in a doctor's time at medical school that are associated with subsequent professional misconduct. DESIGN Matched case-control study. Setting Records from medical schools and the General Medical Council (GMC). PARTICIPANTS 59 doctors who had graduated from any one of eight medical schools in the United Kingdom in 1958-97 and had a proved finding of serious professional misconduct in GMC proceedings in 1999-2004 (cases); 236 controls (four for each case) were selected by systematic sampling from matching graduation cohorts. Case-control status was revealed by the GMC after completion of data entry. MAIN OUTCOME MEASURE Odds ratios for being a "case," with multivariable conditional logistic regression of potential risk factors including pre-admission characteristics and progress during the course. These data were obtained from anonymised copies of the students' progress files held by their original medical schools. RESULTS Univariate c...

• Loss: MatryoshkaLoss with these parameters:

  {
      "loss": "GeminiEmbedding2NCELoss",
      "matryoshka_dims": [
          1536,
          768,
          384
      ],
      "matryoshka_weights": [
          1,
          1,
          1
      ],
      "n_dims_per_step": -1
  }
  

SyntheticClassificationData

SyntheticClassificationData

• Dataset: SyntheticClassificationData
• Size: 695,940 training samples
• Columns: question, positive, and negative
• Approximate statistics based on the first 100 samples:

  	question	positive	negative
  type	string	string	string
  modality	text	text	text
  details	min: 25 tokens mean: 125.37 tokens max: 297 tokens	min: 7 tokens mean: 7.94 tokens max: 21 tokens	min: 7 tokens mean: 8.04 tokens max: 18 tokens

• Samples:

  question	positive	negative
  query: Instruct: Detecting phishing websites from text Query: The website with a suspicious url asked me to verify my bank account details via email immediately to avoid account suspension.	phishing	legitimate
  query: Instruct: Identify the political stance expressed in an op‑ed piece (left, center, right) Query: The author contends that the current fiscal framework disproportionately burdens the middle class while granting corporations outsized tax shelters, urging a recalibration toward a more progressive structure that funds universal healthcare, robust public education, and aggressive climate mitigation. Citing historical precedents, they argue that collective action and government stewardship have historically corrected market failures, and they warn that retreating to laissez‑faire policies will exacerbate inequality and undermine democratic accountability. The piece calls for a renewed social contract anchored in equity and shared responsibility.	left	center
  query: Instruct: Predicting the outcome of customer support conversations Query: User expresses gratitude for help	Resolved	Escalated

• Loss: MatryoshkaLoss with these parameters:

  {
      "loss": "GeminiEmbedding2NCELoss",
      "matryoshka_dims": [
          1536,
          768,
          384
      ],
      "matryoshka_weights": [
          1,
          1,
          1
      ],
      "n_dims_per_step": -1
  }
  

TriviaQA

TriviaQA

• Dataset: TriviaQA
• Size: 48,696 training samples
• Columns: question, positive, and negative
• Approximate statistics based on the first 100 samples:

  	question	positive	negative
  type	string	string	string
  modality	text	text	text
  details	min: 13 tokens mean: 26.48 tokens max: 77 tokens	min: 44 tokens mean: 764.45 tokens max: 1515 tokens	min: 51 tokens mean: 708.59 tokens max: 1996 tokens

• Samples:

  question	positive	negative
  query: What colour does copper give to a firework	How Do Fireworks Get Their Colors? | Mental Floss How Do Fireworks Get Their Colors? iStock Like us on Facebook It’s all about chemistry. Inside an “aerial shell” firework that gets launched into the sky, there’s a “bursting charge,” black powder (aka gunpowder) or a black powder substitute and a bunch of small pellets called “pyrotechnic stars.” The stars are made up of a fuel, an oxidizer, a finely ground metal or metal salt powder, and a binder to hold the ingredients together.  When a firework explodes mid-air thanks to the bursting charge and the black powder, the gas and the heat that are produced ignite the stars. The atoms of the metal powders in the stars absorb that heat energy and their electrons rearrange from their lower-energy ground state to a higher-energy “excited” state. As they come back down to their ground state, the excess energy is emitted as light.  The energy difference between the excited and ground states of the electrons is different for each of the chemical...	Phantom Fireworks : Fireworks University : Pyrotechnic Compounds Pyrotechnic Compounds Pyrotechnic Compounds Pyrotechnic Compounds Colors in fireworks are usually generated by pyrotechnic stars—usually just called stars—which produce intense light when ignited. Stars contain five basic types of ingredients. A fuel which allows the star to burn An oxidizer—a compound which produces (usually) oxygen to support the combustion of the fuel Color-producing chemicals A binder which holds the pellet together. A chlorine donor which provides chlorine to strengthen the color of the flame. Sometimes the oxidizer can serve this purpose. Some of the more common color-producing compounds are tabulated here. The color of a compound in a firework will be the same as its color in a flame test (shown at right). Not all compounds that produce a colored flame are appropriate for coloring fireworks, however. Ideal colorants will produce a pure, intense color when present in moderate concentration. Color Li...
  query: "-When George Formby sang the lines ""It may be sticky, but I never complain; It's nice to have a nibble at it now and again"", to what was he referring?"	h2g2 - George Formby - the Entertainer - Edited Entry 5 Conversations George Formby was one of the most popular British entertainers of the 20th Century. His career as a comedian , actor, singer and songwriter lasted for 40 years - from his debut in 1921 until his death in 1961. He appeared in 21 hit films, made over 230 records and did much to help keep the British people's spirits high during the Second World War. He travelled widely throughout Europe and the Middle East during the war, and entertained an estimated three million Allied servicemen and women. His contribution to the war effort won official recognition in the form of medals from two countries. The first nation to honour Formby was the Soviet Union, where he was remarkably popular; in 1943 the Soviet government awarded Formby the Order of Lenin. His homeland honoured him at the end of the war, when Formby was awarded an OBE (Officer of the order of the British Empire). The Boy George George Formby was born George Hoy Boo...	UK television adverts 1955-1985 Breads, spreads, biscuits, crackers, cakes Anchor Butter (1): c.1970 There’s an Anchor sign on Britain’s favourite butter, It’s the Anchor sign that tells you it’s the best. If you like your bread and butter, There’s no other word you’ll utter ’Cos you’ll always want the butter With the Anchor sign! (A little butter sailor singing and dancing to a hornpipe tune) Anchor Butter (2): 1982 Didn’t we have a lov-er-ly time Those far off days with Anchor? Salmon and cucumber butties for you Something cheesy — ain’t it breezy? Somebody’s seen the butler machine! Kiss-me-quick and donkeys So far away — and I Anchor today For those days gone by. You’ve got to Anchor for the real taste of butter! Tune: “Didn’t we have a lovely time the day we went to Bangor”] Anchor Butter (3) There’s an anchor sign on Britain’s favourite butter, It’s the anchor sign that tells you it’s the best. If you want your bread and butter there’s no other name you’ll utter ’Cos Britain’s fa...
  query: The largest ever white (What?) weighing 4.16lbs was sold at NYC Sotheby's for $61,250 in 2014?	World’s Largest White Truffle | Sotheby's World’s Largest White Truffle 06 December 2014 Sale Number: N09231 Lots : 1 SALE TOTAL Overview RESULTS On 6 December at Sotheby's New York, a white truffle weighing in at a massive 4.16 pounds (1.89 kilos) when discovered sold for $61,250. The truffle, by far the largest ever found, sold to a food and wine lover from Taiwan bidding by phone who also planned to participate in the day's wine auction. The extraordinary tuber was discovered just last week in central Italy and was offered by the Balestra family of Sabatino Truffles who plan to donate proceeds to a number of charitable organizations, including Citymeals-on-Wheels and the Children's Glaucoma Foundation. AUCTION DETAILS Sotheby’s New York is delighted to offer the largest truffle in the world in conjunction with the Balestra Family of Sabatino Truffles this Saturday at 9:15 am. The truffle was found last week in the Umbrian region of Italy weighing 4.16 pounds or 1.89 ...	Overspill Overspill 5A: Vanilla, Strawberry and Chocolate 6A: Tea 18A: The white of an egg 19A: Tomato 33A. Kings cross and Charing cross 34A. Pennsylvania 35A. KLM or Royal Dutch Airlines (Koninklijke Luchtvaart Maatschappij) 36A. Caracus 41A. New Guinea (Greenland is the largest) 42A. Eros 64A: The Duke of Edinburgh, Prince Phillip 65A: Captain James Cook! 66A: Bones in the Hand 67A: John D. Rockefeller 69A: The eye (inflammation of the cornea) 70A: Mormons 72A: Princess Diana was killed in a car crash. 73A: Leprosy 79A: Schutzstaffel or ‘Protection Squad 80A: The 16th 83A: Fractures of the bone 84A: Leg 108A. New Guinea (Greenland is the largest) 109A. A monkey 110A. The Merchant Of Venice 111A. Teeth 115A. A fish (of the herring family found off North America's Atlantic coast) 116A. the umbrella 118A. Rhinoceros (up to 5 tons, then hippo up to 3.2 tons) 119A. Water buffalo 133A. 8 ft (2.44 metres) 134A. Anna Kournikova 140A. Preston North End - 1888-89 141A. Motor Racing (nickname ...

• Loss: MatryoshkaLoss with these parameters:

  {
      "loss": "GeminiEmbedding2NCELoss",
      "matryoshka_dims": [
          1536,
          768,
          384
      ],
      "matryoshka_weights": [
          1,
          1,
          1
      ],
      "n_dims_per_step": -1
  }
  

Evaluation Dataset

Unnamed Dataset

• Size: 2,661 evaluation samples
• Columns: question, positive, and negative
• Approximate statistics based on the first 100 samples:

  	question	positive	negative
  type	string	string	string
  modality	text	text	text
  details	min: 9 tokens mean: 33.04 tokens max: 253 tokens	min: 7 tokens mean: 233.64 tokens max: 1003 tokens	min: 7 tokens mean: 206.07 tokens max: 1101 tokens

• Samples:

  question	positive	negative
  query: who is responsible for choosing shows for the theatre	Theatre director A theatre director or stage director is an instructor in the theatre field who oversees and orchestrates the mounting of a theatre production (a play, an opera, a musical, or a devised piece of work) by unifying various endeavours and aspects of production. The director's function is to ensure the quality and completeness of theatre production and to lead the members of the creative team into realizing their artistic vision for it. The director therefore collaborates with a team of creative individuals and other staff, coordinating research, stagecraft, costume design, props, lighting design, acting, set design, stage combat, and sound design for the production. If the production he or she is mounting is a new piece of writing or a (new) translation of a play, the director may also work with the playwright or translator. In contemporary theatre, after the playwright, the director is generally the primary visionary, making decisions on the artistic concept and interpret...	Kennedy Center Honors Honoree recommendations are accepted from the general public,[10] and the Kennedy Center initiated a Special Honors Advisory Committee, which comprises two members of the Board of Trustees as well as past Honorees and distinguished artists. The Executive Committee of the Board of Trustees selects the Honoree recipients based on excellence in music, dance, theater, opera, motion pictures or television.[11] The selections are typically announced sometime between July and September.
  query: What do Eleonora's falcon feed their young?	These advantages offset the high stress, physical exertion costs, and other risks of the migration. Predation can be heightened during migration: Eleonora's falcon Falco eleonorae, which breeds on Mediterranean islands, has a very late breeding season, coordinated with the autumn passage of southbound passerine migrants, which it feeds to its young. A similar strategy is adopted by the greater noctule bat, which preys on nocturnal passerine migrants. The higher concentrations of migrating birds at stopover sites make them prone to parasites and pathogens, which require a heightened immune response.	A squab is the name given to the young of domestic pigeons that are destined for the table. Like other domesticated pigeons, birds used for this purpose are descended from the rock pigeon (Columba livia). Special utility breeds with desirable characteristics are used. Two eggs are laid and incubated for about 17 days. When they hatch, the squabs are fed by both parents on "pigeon's milk", a thick secretion high in protein produced by the crop. Squabs grow rapidly, but are slow to fledge and are ready to leave the nest at 26 to 30 days weighing about 500 g (18 oz). By this time, the adult pigeons will have laid and be incubating another pair of eggs and a prolific pair should produce two squabs every four weeks during a breeding season lasting several months.
  query: how many people were polled in february 2017 about muslims in europe	Islam in Europe of Poles have a negative attitude towards Muslims, with only 23% having a positive attitude towards them. Furthermore, a majority agreed with statements like "Muslims are intolerant of customs and values other than their own." (64% agreed, 12% disagreed), "Muslims living in Western European countries generally do not acquire customs and values that are characteristic for the majority of the population of that country." (63% agreed, 14% disagreed), "Islam encourages violence more than other religions." (51% agreed, 24% disagreed). A February 2017 poll of 10 000 people in 10 Eurpean countries by Chatham House found on average a majority were	Islam in Europe Herzegovina. In transcontinental countries such as Turkey 99%, and 93% in Azerbaijan of the population is Muslim respectively. According to the 2011 census, 20% of the total population in Montenegro are Muslims. In Russia, Moscow is home to an estimated 1.5 million Muslims. A Pew Research Center study, published in January 2011, forecast an increase of Muslims in European population from 6% in 2010 to 8% in 2030. The study also predicted that Muslim fertility rate in Europe would drop from 2.2 in 2010 to 2.0 in 2030. On the other hand, the non-Muslim fertility rate in Europe would increase

• Loss: MatryoshkaLoss with these parameters:

  {
      "loss": "GeminiEmbedding2NCELoss",
      "matryoshka_dims": [
          1536,
          768,
          384
      ],
      "matryoshka_weights": [
          1,
          1,
          1
      ],
      "n_dims_per_step": -1
  }
  

Training Hyperparameters

Non-Default Hyperparameters

• per_device_train_batch_size: 64
• num_train_epochs: 1
• learning_rate: 0.0002
• lr_scheduler_type: cosine
• warmup_steps: 0.05
• bf16: True
• tf32: True
• per_device_eval_batch_size: 64
• dataloader_num_workers: 16

All Hyperparameters

Click to expand

• per_device_train_batch_size: 64
• num_train_epochs: 1
• max_steps: -1
• learning_rate: 0.0002
• lr_scheduler_type: cosine
• lr_scheduler_kwargs: None
• warmup_steps: 0.05
• optim: adamw_torch_fused
• optim_args: None
• weight_decay: 0.0
• adam_beta1: 0.9
• adam_beta2: 0.999
• adam_epsilon: 1e-08
• optim_target_modules: None
• gradient_accumulation_steps: 1
• average_tokens_across_devices: True
• max_grad_norm: 1.0
• label_smoothing_factor: 0.0
• bf16: True
• fp16: False
• bf16_full_eval: False
• fp16_full_eval: False
• tf32: True
• gradient_checkpointing: False
• gradient_checkpointing_kwargs: None
• torch_compile: False
• torch_compile_backend: None
• torch_compile_mode: None
• use_liger_kernel: False
• liger_kernel_config: None
• use_cache: False
• neftune_noise_alpha: None
• torch_empty_cache_steps: None
• auto_find_batch_size: False
• log_on_each_node: True
• logging_nan_inf_filter: True
• include_num_input_tokens_seen: no
• log_level: passive
• log_level_replica: warning
• disable_tqdm: False
• project: huggingface
• trackio_space_id: None
• trackio_bucket_id: None
• trackio_static_space_id: None
• per_device_eval_batch_size: 64
• prediction_loss_only: True
• eval_on_start: False
• eval_do_concat_batches: True
• eval_use_gather_object: False
• eval_accumulation_steps: None
• include_for_metrics: []
• batch_eval_metrics: False
• save_only_model: False
• save_on_each_node: False
• enable_jit_checkpoint: False
• push_to_hub: False
• hub_private_repo: None
• hub_model_id: None
• hub_strategy: every_save
• hub_always_push: False
• hub_revision: None
• load_best_model_at_end: False
• ignore_data_skip: False
• restore_callback_states_from_checkpoint: False
• full_determinism: False
• seed: 42
• data_seed: None
• use_cpu: False
• accelerator_config: {'split_batches': False, 'dispatch_batches': None, 'even_batches': True, 'use_seedable_sampler': True, 'non_blocking': False, 'gradient_accumulation_kwargs': None}
• parallelism_config: None
• dataloader_drop_last: False
• dataloader_num_workers: 16
• dataloader_pin_memory: True
• dataloader_persistent_workers: False
• dataloader_prefetch_factor: None
• remove_unused_columns: True
• label_names: None
• train_sampling_strategy: random
• length_column_name: length
• ddp_find_unused_parameters: None
• ddp_bucket_cap_mb: None
• ddp_broadcast_buffers: False
• ddp_static_graph: None
• ddp_backend: None
• ddp_timeout: 1800
• fsdp: None
• fsdp_config: None
• deepspeed: None
• debug: []
• skip_memory_metrics: True
• do_predict: False
• resume_from_checkpoint: None
• warmup_ratio: None
• local_rank: -1
• prompts: None
• batch_sampler: batch_sampler
• multi_dataset_batch_sampler: proportional
• router_mapping: {}
• learning_rate_mapping: {}

Training Logs

Click to expand

Epoch	Step	Training Loss	Validation Loss	cosine_ndcg@10
0.0769	2505	1.2458	-	-
0.0771	2510	0.9500	-	-
0.0772	2515	1.2075	-	-
0.0774	2520	1.4213	-	-
0.0775	2525	1.1148	-	-
0.0777	2530	1.0588	-	-
0.0778	2535	0.9554	-	-
0.0780	2540	0.8800	-	-
0.0781	2545	1.1893	-	-
0.0783	2550	1.3729	-	-
0.0784	2555	0.8561	-	-
0.0786	2560	0.8223	-	-
0.0788	2565	0.8913	-	-
0.0789	2570	1.0597	-	-
0.0791	2575	1.1798	-	-
0.0792	2580	1.1538	-	-
0.0794	2585	1.3155	-	-
0.0795	2590	0.6224	-	-
0.0797	2595	1.1366	-	-
0.0798	2600	1.2049	-	-
0.0800	2605	1.1241	-	-
0.0801	2610	1.0648	-	-
0.0803	2615	0.7112	-	-
0.0804	2620	1.4470	-	-
0.0806	2625	1.1179	-	-
0.0808	2630	1.6348	-	-
0.0809	2635	1.3087	-	-
0.0811	2640	1.4194	-	-
0.0812	2645	1.5513	-	-
0.0814	2650	1.3968	-	-
0.0815	2655	1.0719	-	-
0.0817	2660	1.1256	-	-
0.0818	2665	1.4158	-	-
0.0820	2670	1.0241	-	-
0.0821	2675	1.3299	-	-
0.0823	2680	1.3286	-	-
0.0824	2685	0.8491	-	-
0.0826	2690	1.5111	-	-
0.0827	2695	1.5176	-	-
0.0829	2700	0.6360	-	-
0.0831	2705	2.3966	-	-
0.0832	2710	0.9081	-	-
0.0834	2715	0.9910	-	-
0.0835	2720	0.7109	-	-
0.0837	2725	1.2076	-	-
0.0838	2730	1.4672	-	-
0.0840	2735	1.2170	-	-
0.0841	2740	0.8845	-	-
0.0843	2745	1.6422	-	-
0.0844	2750	0.6939	-	-
0.0846	2755	0.9380	-	-
0.0847	2760	0.9943	-	-
0.0849	2765	1.3138	-	-
0.0851	2770	0.7233	-	-
0.0852	2775	2.3266	-	-
0.0854	2780	0.9855	-	-
0.0855	2785	0.9703	-	-
0.0857	2790	1.2018	-	-
0.0858	2795	1.2275	-	-
0.0860	2800	0.8880	-	-
0.0861	2805	1.0545	-	-
0.0863	2810	0.8202	-	-
0.0864	2815	1.2349	-	-
0.0866	2820	1.1505	-	-
0.0867	2825	1.0798	-	-
0.0869	2830	0.9055	-	-
0.0870	2835	0.8198	-	-
0.0872	2840	1.2207	-	-
0.0874	2845	1.3452	-	-
0.0875	2850	0.4694	-	-
0.0877	2855	1.1494	-	-
0.0878	2860	0.9619	-	-
0.0880	2865	1.4529	-	-
0.0881	2870	1.2080	-	-
0.0883	2875	1.0943	-	-
0.0884	2880	0.9937	-	-
0.0886	2885	0.7460	-	-
0.0887	2890	1.0290	-	-
0.0889	2895	0.5539	-	-
0.0890	2900	0.9894	-	-
0.0892	2905	0.7239	-	-
0.0893	2910	0.8450	-	-
0.0895	2915	1.4837	-	-
0.0897	2920	1.2034	-	-
0.0898	2925	1.1118	-	-
0.0900	2930	0.8318	-	-
0.0901	2935	1.4355	-	-
0.0903	2940	1.1011	-	-
0.0904	2945	1.1912	-	-
0.0906	2950	1.2907	-	-
0.0907	2955	1.2111	-	-
0.0909	2960	0.9429	-	-
0.0910	2965	0.5764	-	-
0.0912	2970	0.9059	-	-
0.0913	2975	0.9565	-	-
0.0915	2980	0.7459	-	-
0.0917	2985	1.1074	-	-
0.0918	2990	1.1716	-	-
0.0920	2995	0.7638	-	-
0.0921	3000	1.1755	-	-
0.0923	3005	0.9340	-	-
0.0924	3010	0.9250	-	-
0.0926	3015	1.1992	-	-
0.0927	3020	1.1125	-	-
0.0929	3025	1.2712	-	-
0.0930	3030	1.1657	-	-
0.0932	3035	1.0280	-	-
0.0933	3040	1.0823	-	-
0.0935	3045	0.7007	-	-
0.0936	3050	2.6251	-	-
0.0938	3055	1.2941	-	-
0.0940	3060	0.6813	-	-
0.0941	3065	1.2750	-	-
0.0943	3070	0.9800	-	-
0.0944	3075	1.0200	-	-
0.0946	3080	0.8290	-	-
0.0947	3085	1.2330	-	-
0.0949	3090	0.5222	-	-
0.0950	3095	1.5056	-	-
0.0952	3100	0.9646	-	-
0.0953	3105	1.1612	-	-
0.0955	3110	0.7006	-	-
0.0956	3115	1.2154	-	-
0.0958	3120	0.9109	-	-
0.0960	3125	0.4942	-	-
0.0961	3130	0.8677	-	-
0.0963	3135	1.4330	-	-
0.0964	3140	1.1485	-	-
0.0966	3145	0.9648	-	-
0.0967	3150	0.8052	-	-
0.0969	3155	0.6922	-	-
0.0970	3160	1.2130	-	-
0.0972	3165	1.1450	-	-
0.0973	3170	1.6133	-	-
0.0975	3175	0.9895	-	-
0.0976	3180	0.7409	-	-
0.0978	3185	1.0629	-	-
0.0979	3190	0.9805	-	-
0.0981	3195	1.3246	-	-
0.0983	3200	0.8054	-	-
0.0984	3205	0.8689	-	-
0.0986	3210	0.8625	-	-
0.0987	3215	1.0687	-	-
0.0989	3220	0.8551	-	-
0.0990	3225	1.0103	-	-
0.0992	3230	0.8720	-	-
0.0993	3235	1.2757	-	-
0.0995	3240	1.3039	-	-
0.0996	3245	1.3605	-	-
0.0998	3250	1.0345	-	-
0.0999	3255	1.3840	-	-
0.1001	3260	0.8195	-	-
0.1002	3265	1.0663	-	-
0.1004	3270	1.3208	-	-
0.1006	3275	0.7554	-	-
0.1007	3280	0.9403	-	-
0.1009	3285	0.8953	-	-
0.1010	3290	1.4583	-	-
0.1012	3295	1.0058	-	-
0.1013	3300	1.1783	-	-
0.1015	3305	0.7468	-	-
0.1016	3310	0.8321	-	-
0.1018	3315	1.0123	-	-
0.1019	3320	0.8225	-	-
0.1021	3325	0.7784	-	-
0.1022	3330	1.1158	-	-
0.1024	3335	0.8925	-	-
0.1026	3340	0.7638	-	-
0.1027	3345	0.7907	-	-
0.1029	3350	1.0842	-	-
0.1030	3355	0.8000	-	-
0.1032	3360	1.0020	-	-
0.1033	3365	0.4554	-	-
0.1035	3370	1.0195	-	-
0.1036	3375	0.8738	-	-
0.1038	3380	0.9341	-	-
0.1039	3385	1.1646	-	-
0.1041	3390	2.4554	-	-
0.1042	3395	0.6538	-	-
0.1044	3400	1.1472	-	-
0.1045	3405	3.2003	-	-
0.1047	3410	0.6666	-	-
0.1049	3415	1.0830	-	-
0.1050	3420	0.9054	-	-
0.1052	3425	2.2554	-	-
0.1053	3430	1.2364	-	-
0.1055	3435	0.9480	-	-
0.1056	3440	0.6755	-	-
0.1058	3445	1.4148	-	-
0.1059	3450	0.8867	-	-
0.1061	3455	0.9975	-	-
0.1062	3460	1.4856	-	-
0.1064	3465	0.8917	-	-
0.1065	3470	1.1656	-	-
0.1067	3475	0.6798	-	-
0.1069	3480	0.8822	-	-
0.1070	3485	1.0465	-	-
0.1072	3490	0.4331	-	-
0.1073	3495	1.0032	-	-
0.1075	3500	0.9606	-	-
0.1076	3505	0.7064	-	-
0.1078	3510	0.9708	-	-
0.1079	3515	1.0419	-	-
0.1081	3520	1.0702	-	-
0.1082	3525	1.2026	-	-
0.1084	3530	1.1378	-	-
0.1085	3535	0.7808	-	-
0.1087	3540	0.9041	-	-
0.1088	3545	1.3199	-	-
0.1090	3550	1.0210	-	-
0.1092	3555	0.7775	-	-
0.1093	3560	0.8365	-	-
0.1095	3565	0.9956	-	-
0.1096	3570	0.5781	-	-
0.1098	3575	1.3490	-	-
0.1099	3580	0.8416	-	-
0.1101	3585	0.7688	-	-
0.1102	3590	0.9984	-	-
0.1104	3595	1.2147	-	-
0.1105	3600	0.9577	-	-
0.1107	3605	0.9821	-	-
0.1108	3610	1.0856	-	-
0.1110	3615	0.8160	-	-
0.1111	3620	0.9927	-	-
0.1113	3625	1.2147	-	-
0.1115	3630	1.1405	-	-
0.1116	3635	0.8289	-	-
0.1118	3640	0.7752	-	-
0.1119	3645	0.8518	-	-
0.1121	3650	1.0630	-	-
0.1122	3655	1.1349	-	-
0.1124	3660	1.0924	-	-
0.1125	3665	0.9335	-	-
0.1127	3670	1.1070	-	-
0.1128	3675	1.1483	-	-
0.1130	3680	0.8912	-	-
0.1131	3685	0.9114	-	-
0.1133	3690	0.9490	-	-
0.1135	3695	0.9993	-	-
0.1136	3700	0.7632	-	-
0.1138	3705	0.8363	-	-
0.1139	3710	1.2607	-	-
0.1141	3715	0.9560	-	-
0.1142	3720	0.9901	-	-
0.1144	3725	0.6413	-	-
0.1145	3730	0.9707	-	-
0.1147	3735	0.8372	-	-
0.1148	3740	2.3694	-	-
0.1150	3745	1.2658	-	-
0.1151	3750	0.9862	-	-
0.1153	3755	0.7141	-	-
0.1154	3760	2.2164	-	-
0.1156	3765	1.2971	-	-
0.1158	3770	0.9300	-	-
0.1159	3775	0.6881	-	-
0.1161	3780	1.0160	-	-
0.1162	3785	0.6824	-	-
0.1164	3790	0.8243	-	-
0.1165	3795	1.2347	-	-
0.1167	3800	1.0497	-	-
0.1168	3805	0.8950	-	-
0.1170	3810	0.7980	-	-
0.1171	3815	1.1344	-	-
0.1173	3820	1.0063	-	-
0.1174	3825	1.4237	-	-
0.1176	3830	1.0520	-	-
0.1178	3835	1.1449	-	-
0.1179	3840	0.9851	-	-
0.1181	3845	1.0287	-	-
0.1182	3850	0.7923	-	-
0.1184	3855	0.9120	-	-
0.1185	3860	1.2774	-	-
0.1187	3865	0.9481	-	-
0.1188	3870	0.9535	-	-
0.1190	3875	2.9498	-	-
0.1191	3880	0.7169	-	-
0.1193	3885	0.9955	-	-
0.1194	3890	0.8555	-	-
0.1196	3895	1.0392	-	-
0.1197	3900	1.0254	-	-
0.1199	3905	1.0782	-	-
0.1201	3910	0.6503	-	-
0.1202	3915	0.9510	-	-
0.1204	3920	0.7768	-	-
0.1205	3925	0.9103	-	-
0.1207	3930	0.9184	-	-
0.1208	3935	1.2588	-	-
0.1210	3940	0.7897	-	-
0.1211	3945	0.9977	-	-
0.1213	3950	1.3129	-	-
0.1214	3955	1.1112	-	-
0.1216	3960	1.2098	-	-
0.1217	3965	1.0923	-	-
0.1219	3970	0.6174	-	-
0.1220	3975	1.1575	-	-
0.1222	3980	0.5368	-	-
0.1224	3985	1.0226	-	-
0.1225	3990	0.7998	-	-
0.1227	3995	1.2804	-	-
0.1228	4000	1.1777	1.7373	0.7776
0.1230	4005	3.2100	-	-
0.1231	4010	0.9875	-	-
0.1233	4015	1.0272	-	-
0.1234	4020	0.7026	-	-
0.1236	4025	1.1094	-	-
0.1237	4030	1.0422	-	-
0.1239	4035	1.1820	-	-
0.1240	4040	0.7331	-	-
0.1242	4045	1.1860	-	-
0.1244	4050	1.2997	-	-
0.1245	4055	1.1382	-	-
0.1247	4060	0.5803	-	-
0.1248	4065	1.0439	-	-
0.1250	4070	0.9787	-	-
0.1251	4075	0.7131	-	-
0.1253	4080	1.1228	-	-
0.1254	4085	0.9773	-	-
0.1256	4090	1.8472	-	-
0.1257	4095	1.1472	-	-
0.1259	4100	0.7513	-	-
0.1260	4105	0.6249	-	-
0.1262	4110	0.9861	-	-
0.1263	4115	0.8149	-	-
0.1265	4120	1.3842	-	-
0.1267	4125	0.9396	-	-
0.1268	4130	0.7045	-	-
0.1270	4135	1.1083	-	-
0.1271	4140	0.8286	-	-
0.1273	4145	1.0533	-	-
0.1274	4150	0.9231	-	-
0.1276	4155	0.9531	-	-
0.1277	4160	0.8643	-	-
0.1279	4165	1.0053	-	-
0.1280	4170	1.0286	-	-
0.1282	4175	0.8143	-	-
0.1283	4180	0.8295	-	-
0.1285	4185	0.7664	-	-
0.1286	4190	1.2763	-	-
0.1288	4195	1.1299	-	-
0.1290	4200	1.0170	-	-
0.1291	4205	0.5040	-	-
0.1293	4210	1.2095	-	-
0.1294	4215	1.1111	-	-
0.1296	4220	0.8483	-	-
0.1297	4225	1.2104	-	-
0.1299	4230	0.3462	-	-
0.1300	4235	0.9998	-	-
0.1302	4240	0.8682	-	-
0.1303	4245	1.2437	-	-
0.1305	4250	0.9947	-	-
0.1306	4255	0.7832	-	-
0.1308	4260	0.9765	-	-
0.1310	4265	1.2557	-	-
0.1311	4270	1.0628	-	-
0.1313	4275	0.5863	-	-
0.1314	4280	1.0248	-	-
0.1316	4285	0.8733	-	-
0.1317	4290	0.7554	-	-
0.1319	4295	0.9261	-	-
0.1320	4300	1.0933	-	-
0.1322	4305	0.6156	-	-
0.1323	4310	1.2138	-	-
0.1325	4315	0.7874	-	-
0.1326	4320	0.5624	-	-
0.1328	4325	0.7071	-	-
0.1329	4330	0.5638	-	-
0.1331	4335	1.0243	-	-
0.1333	4340	0.7690	-	-
0.1334	4345	0.6717	-	-
0.1336	4350	1.3840	-	-
0.1337	4355	1.1903	-	-
0.1339	4360	0.4955	-	-
0.1340	4365	0.8482	-	-
0.1342	4370	1.1449	-	-
0.1343	4375	0.9834	-	-
0.1345	4380	1.8890	-	-
0.1346	4385	0.9545	-	-
0.1348	4390	1.0261	-	-
0.1349	4395	0.6786	-	-
0.1351	4400	1.0031	-	-
0.1353	4405	0.7774	-	-
0.1354	4410	1.5078	-	-
0.1356	4415	0.7484	-	-
0.1357	4420	1.0353	-	-
0.1359	4425	0.7476	-	-
0.1360	4430	1.3478	-	-
0.1362	4435	1.0786	-	-
0.1363	4440	0.9099	-	-
0.1365	4445	1.2095	-	-
0.1366	4450	0.4651	-	-
0.1368	4455	1.0470	-	-
0.1369	4460	0.5536	-	-
0.1371	4465	1.0559	-	-
0.1372	4470	0.6466	-	-
0.1374	4475	1.1041	-	-
0.1376	4480	1.1915	-	-
0.1377	4485	0.6892	-	-
0.1379	4490	0.9546	-	-
0.1380	4495	0.8174	-	-
0.1382	4500	0.5896	-	-
0.1383	4505	0.7824	-	-
0.1385	4510	0.9328	-	-
0.1386	4515	0.8127	-	-
0.1388	4520	1.0303	-	-
0.1389	4525	2.7731	-	-
0.1391	4530	0.7763	-	-
0.1392	4535	1.1531	-	-
0.1394	4540	0.6227	-	-
0.1395	4545	0.7384	-	-
0.1397	4550	1.3480	-	-
0.1399	4555	0.6706	-	-
0.1400	4560	0.6922	-	-
0.1402	4565	1.2590	-	-
0.1403	4570	0.8243	-	-
0.1405	4575	2.1842	-	-
0.1406	4580	1.0388	-	-
0.1408	4585	0.7541	-	-
0.1409	4590	0.8485	-	-
0.1411	4595	0.9721	-	-
0.1412	4600	0.9656	-	-
0.1414	4605	0.7101	-	-
0.1415	4610	2.6948	-	-
0.1417	4615	1.1008	-	-
0.1419	4620	0.8594	-	-
0.1420	4625	1.4278	-	-
0.1422	4630	0.6200	-	-
0.1423	4635	0.6722	-	-
0.1425	4640	0.6389	-	-
0.1426	4645	1.1075	-	-
0.1428	4650	0.9408	-	-
0.1429	4655	0.9913	-	-
0.1431	4660	0.8368	-	-
0.1432	4665	0.7762	-	-
0.1434	4670	0.9256	-	-
0.1435	4675	0.9792	-	-
0.1437	4680	0.5981	-	-
0.1438	4685	0.8409	-	-
0.1440	4690	0.4663	-	-
0.1442	4695	0.8179	-	-
0.1443	4700	0.5749	-	-
0.1445	4705	1.1341	-	-
0.1446	4710	0.7952	-	-
0.1448	4715	1.2871	-	-
0.1449	4720	1.0977	-	-
0.1451	4725	0.9651	-	-
0.1452	4730	0.8480	-	-
0.1454	4735	1.6592	-	-
0.1455	4740	1.1849	-	-
0.1457	4745	0.9230	-	-
0.1458	4750	0.9718	-	-
0.1460	4755	0.8037	-	-
0.1462	4760	1.2357	-	-
0.1463	4765	1.1656	-	-
0.1465	4770	0.9832	-	-
0.1466	4775	0.8935	-	-
0.1468	4780	0.9929	-	-
0.1469	4785	0.8122	-	-
0.1471	4790	1.2047	-	-
0.1472	4795	0.7905	-	-
0.1474	4800	0.7742	-	-
0.1475	4805	0.5850	-	-
0.1477	4810	0.8081	-	-
0.1478	4815	0.9236	-	-
0.1480	4820	0.7938	-	-
0.1481	4825	0.6057	-	-
0.1483	4830	0.7192	-	-
0.1485	4835	1.1466	-	-
0.1486	4840	0.9817	-	-
0.1488	4845	0.5746	-	-
0.1489	4850	0.9851	-	-
0.1491	4855	1.2616	-	-
0.1492	4860	0.8603	-	-
0.1494	4865	1.3642	-	-
0.1495	4870	1.0307	-	-
0.1497	4875	3.1744	-	-
0.1498	4880	0.9147	-	-
0.1500	4885	0.9158	-	-
0.1501	4890	1.3547	-	-
0.1503	4895	0.7023	-	-
0.1504	4900	1.3027	-	-
0.1506	4905	0.9242	-	-
0.1508	4910	0.6835	-	-
0.1509	4915	1.2527	-	-
0.1511	4920	0.8490	-	-
0.1512	4925	0.6298	-	-
0.1514	4930	1.0773	-	-
0.1515	4935	0.9631	-	-
0.1517	4940	0.7739	-	-
0.1518	4945	0.5102	-	-
0.1520	4950	1.0165	-	-
0.1521	4955	0.9874	-	-
0.1523	4960	0.9857	-	-
0.1524	4965	0.7337	-	-
0.1526	4970	0.5832	-	-
0.1528	4975	0.9037	-	-
0.1529	4980	1.0506	-	-
0.1531	4985	0.7000	-	-
0.1532	4990	1.0283	-	-
0.1534	4995	0.6656	-	-
0.1535	5000	0.9176	-	-
0.1537	5005	0.6878	-	-
0.1538	5010	0.5386	-	-
0.1540	5015	1.0816	-	-
0.1541	5020	1.0802	-	-
0.1543	5025	2.8792	-	-
0.1544	5030	0.7757	-	-
0.1546	5035	0.8776	-	-
0.1547	5040	1.1779	-	-
0.1549	5045	1.0879	-	-
0.1551	5050	0.6736	-	-
0.1552	5055	1.1816	-	-
0.1554	5060	0.8325	-	-
0.1555	5065	0.6433	-	-
0.1557	5070	0.9738	-	-
0.1558	5075	1.2610	-	-
0.1560	5080	0.8416	-	-
0.1561	5085	0.9113	-	-
0.1563	5090	0.7331	-	-
0.1564	5095	0.5780	-	-
0.1566	5100	0.9793	-	-
0.1567	5105	0.8949	-	-
0.1569	5110	0.8628	-	-
0.1571	5115	0.7238	-	-
0.1572	5120	0.9425	-	-
0.1574	5125	0.5522	-	-
0.1575	5130	0.6979	-	-
0.1577	5135	0.7567	-	-
0.1578	5140	0.5724	-	-
0.1580	5145	0.8976	-	-
0.1581	5150	0.6913	-	-
0.1583	5155	1.0870	-	-
0.1584	5160	1.0341	-	-
0.1586	5165	0.9234	-	-
0.1587	5170	0.8994	-	-
0.1589	5175	0.8915	-	-
0.1590	5180	1.1307	-	-
0.1592	5185	3.0499	-	-
0.1594	5190	0.7616	-	-
0.1595	5195	0.7822	-	-
0.1597	5200	0.9739	-	-
0.1598	5205	0.7987	-	-
0.1600	5210	0.8327	-	-
0.1601	5215	1.0443	-	-
0.1603	5220	0.7733	-	-
0.1604	5225	1.3299	-	-
0.1606	5230	0.8112	-	-
0.1607	5235	0.8399	-	-
0.1609	5240	0.4872	-	-
0.1610	5245	0.8868	-	-
0.1612	5250	0.9282	-	-
0.1613	5255	1.2913	-	-
0.1615	5260	0.8431	-	-
0.1617	5265	0.6866	-	-
0.1618	5270	1.3951	-	-
0.1620	5275	0.8949	-	-
0.1621	5280	0.5203	-	-
0.1623	5285	1.0866	-	-
0.1624	5290	0.9734	-	-
0.1626	5295	0.8975	-	-
0.1627	5300	0.6424	-	-
0.1629	5305	0.7148	-	-
0.1630	5310	1.3072	-	-
0.1632	5315	0.8260	-	-
0.1633	5320	0.5803	-	-
0.1635	5325	1.1173	-	-
0.1637	5330	1.0162	-	-
0.1638	5335	0.7944	-	-
0.1640	5340	1.7047	-	-
0.1641	5345	1.2691	-	-
0.1643	5350	0.9626	-	-
0.1644	5355	0.9841	-	-
0.1646	5360	0.5614	-	-
0.1647	5365	0.9066	-	-
0.1649	5370	1.0452	-	-
0.1650	5375	0.4727	-	-
0.1652	5380	1.1285	-	-
0.1653	5385	1.2753	-	-
0.1655	5390	0.7480	-	-
0.1656	5395	1.0072	-	-
0.1658	5400	0.6367	-	-
0.1660	5405	0.8500	-	-
0.1661	5410	0.7233	-	-
0.1663	5415	1.0716	-	-
0.1664	5420	1.0347	-	-
0.1666	5425	2.8923	-	-
0.1667	5430	1.0630	-	-
0.1669	5435	0.7433	-	-
0.1670	5440	1.9305	-	-
0.1672	5445	0.7744	-	-
0.1673	5450	0.8437	-	-
0.1675	5455	0.8287	-	-
0.1676	5460	1.3686	-	-
0.1678	5465	0.6748	-	-
0.1680	5470	0.9573	-	-
0.1681	5475	0.8460	-	-
0.1683	5480	0.6308	-	-
0.1684	5485	0.9375	-	-
0.1686	5490	0.9677	-	-
0.1687	5495	0.6133	-	-
0.1689	5500	1.0419	-	-
0.1690	5505	0.7361	-	-
0.1692	5510	0.8489	-	-
0.1693	5515	0.9715	-	-
0.1695	5520	1.0575	-	-
0.1696	5525	0.6088	-	-
0.1698	5530	0.9427	-	-
0.1699	5535	0.7299	-	-
0.1701	5540	1.0175	-	-
0.1703	5545	0.8946	-	-
0.1704	5550	0.6755	-	-
0.1706	5555	1.0644	-	-
0.1707	5560	0.6057	-	-
0.1709	5565	1.1701	-	-
0.1710	5570	0.7125	-	-
0.1712	5575	0.9191	-	-
0.1713	5580	0.9767	-	-
0.1715	5585	0.6710	-	-
0.1716	5590	0.7789	-	-
0.1718	5595	0.8852	-	-
0.1719	5600	0.7472	-	-
0.1721	5605	0.5489	-	-
0.1722	5610	0.9124	-	-
0.1724	5615	0.7757	-	-
0.1726	5620	0.7653	-	-
0.1727	5625	0.7510	-	-
0.1729	5630	1.2009	-	-
0.1730	5635	1.4123	-	-
0.1732	5640	0.7274	-	-
0.1733	5645	0.8411	-	-
0.1735	5650	0.7832	-	-
0.1736	5655	0.9874	-	-
0.1738	5660	0.7535	-	-
0.1739	5665	0.6839	-	-
0.1741	5670	0.7219	-	-
0.1742	5675	0.5266	-	-
0.1744	5680	0.5427	-	-
0.1746	5685	0.6399	-	-
0.1747	5690	0.9274	-	-
0.1749	5695	0.7104	-	-
0.1750	5700	0.8975	-	-
0.1752	5705	2.0242	-	-
0.1753	5710	0.7431	-	-
0.1755	5715	0.9958	-	-
0.1756	5720	0.9263	-	-
0.1758	5725	1.1207	-	-
0.1759	5730	0.9610	-	-
0.1761	5735	1.0244	-	-
0.1762	5740	0.5883	-	-
0.1764	5745	0.4066	-	-
0.1765	5750	0.6054	-	-
0.1767	5755	0.3743	-	-
0.1769	5760	0.7439	-	-
0.1770	5765	0.9362	-	-
0.1772	5770	0.6558	-	-
0.1773	5775	1.1575	-	-
0.1775	5780	1.0944	-	-
0.1776	5785	1.0259	-	-
0.1778	5790	1.1375	-	-
0.1779	5795	0.7020	-	-
0.1781	5800	0.8834	-	-
0.1782	5805	1.0030	-	-
0.1784	5810	0.7746	-	-
0.1785	5815	1.1263	-	-
0.1787	5820	1.0361	-	-
0.1789	5825	1.7563	-	-
0.1790	5830	0.8488	-	-
0.1792	5835	0.8265	-	-
0.1793	5840	1.0362	-	-
0.1795	5845	1.0152	-	-
0.1796	5850	0.7368	-	-
0.1798	5855	0.5932	-	-
0.1799	5860	1.9811	-	-
0.1801	5865	1.6912	-	-
0.1802	5870	0.5645	-	-
0.1804	5875	0.7654	-	-
0.1805	5880	0.6317	-	-
0.1807	5885	0.7024	-	-
0.1808	5890	0.8186	-	-
0.1810	5895	1.1636	-	-
0.1812	5900	0.7879	-	-
0.1813	5905	1.2026	-	-
0.1815	5910	0.8827	-	-
0.1816	5915	1.0243	-	-
0.1818	5920	1.1437	-	-
0.1819	5925	1.0154	-	-
0.1821	5930	0.9164	-	-
0.1822	5935	0.8422	-	-
0.1824	5940	0.8999	-	-
0.1825	5945	0.8309	-	-
0.1827	5950	0.5857	-	-
0.1828	5955	0.6167	-	-
0.1830	5960	0.8702	-	-
0.1831	5965	0.8682	-	-
0.1833	5970	0.7647	-	-
0.1835	5975	2.1407	-	-
0.1836	5980	0.5105	-	-
0.1838	5985	0.7257	-	-
0.1839	5990	0.9732	-	-
0.1841	5995	1.0484	-	-
0.1842	6000	0.4960	1.5372	0.7867
0.1844	6005	0.8076	-	-
0.1845	6010	0.8159	-	-
0.1847	6015	0.9123	-	-
0.1848	6020	0.5405	-	-
0.1850	6025	0.9635	-	-
0.1851	6030	0.9155	-	-
0.1853	6035	1.0698	-	-
0.1855	6040	0.8016	-	-
0.1856	6045	0.9849	-	-
0.1858	6050	0.8811	-	-
0.1859	6055	1.0356	-	-
0.1861	6060	0.8413	-	-
0.1862	6065	0.7382	-	-
0.1864	6070	0.7199	-	-
0.1865	6075	0.9235	-	-
0.1867	6080	0.7777	-	-
0.1868	6085	0.9086	-	-
0.1870	6090	0.9899	-	-
0.1871	6095	1.1181	-	-
0.1873	6100	0.5041	-	-
0.1874	6105	1.3873	-	-
0.1876	6110	0.8345	-	-
0.1878	6115	0.6582	-	-
0.1879	6120	1.1336	-	-
0.1881	6125	0.9440	-	-
0.1882	6130	0.4494	-	-
0.1884	6135	1.0362	-	-
0.1885	6140	0.8872	-	-
0.1887	6145	0.7673	-	-
0.1888	6150	1.1242	-	-
0.1890	6155	1.0630	-	-
0.1891	6160	0.7340	-	-
0.1893	6165	1.1191	-	-
0.1894	6170	0.6365	-	-
0.1896	6175	0.6835	-	-
0.1898	6180	0.8626	-	-
0.1899	6185	1.1297	-	-
0.1901	6190	0.9584	-	-
0.1902	6195	0.4867	-	-
0.1904	6200	0.8601	-	-
0.1905	6205	2.0518	-	-
0.1907	6210	0.5835	-	-
0.1908	6215	0.4341	-	-
0.1910	6220	0.8527	-	-
0.1911	6225	0.6031	-	-
0.1913	6230	0.5461	-	-
0.1914	6235	0.9291	-	-
0.1916	6240	1.0448	-	-
0.1917	6245	1.2328	-	-
0.1919	6250	0.8366	-	-
0.1921	6255	0.9738	-	-
0.1922	6260	0.8287	-	-
0.1924	6265	0.8225	-	-
0.1925	6270	0.9109	-	-
0.1927	6275	0.8716	-	-
0.1928	6280	0.9857	-	-
0.1930	6285	0.8989	-	-
0.1931	6290	0.8830	-	-
0.1933	6295	0.6707	-	-
0.1934	6300	0.7623	-	-
0.1936	6305	0.8417	-	-
0.1937	6310	0.8250	-	-
0.1939	6315	0.6614	-	-
0.1940	6320	0.8906	-	-
0.1942	6325	0.9177	-	-
0.1944	6330	0.6202	-	-
0.1945	6335	0.9424	-	-
0.1947	6340	0.9186	-	-
0.1948	6345	0.8131	-	-
0.1950	6350	0.6582	-	-
0.1951	6355	0.9133	-	-
0.1953	6360	1.1433	-	-
0.1954	6365	0.9078	-	-
0.1956	6370	1.0814	-	-
0.1957	6375	0.4180	-	-
0.1959	6380	0.8328	-	-
0.1960	6385	0.5202	-	-
0.1962	6390	1.0558	-	-
0.1964	6395	1.0000	-	-
0.1965	6400	0.6862	-	-
0.1967	6405	1.0609	-	-
0.1968	6410	0.6985	-	-
0.1970	6415	0.8998	-	-
0.1971	6420	0.8166	-	-
0.1973	6425	1.2927	-	-
0.1974	6430	0.9421	-	-
0.1976	6435	0.7830	-	-
0.1977	6440	0.6699	-	-
0.1979	6445	0.5114	-	-
0.1980	6450	0.9602	-	-
0.1982	6455	1.2237	-	-
0.1983	6460	0.7447	-	-
0.1985	6465	0.8092	-	-
0.1987	6470	0.9395	-	-
0.1988	6475	0.9842	-	-
0.1990	6480	0.5036	-	-
0.1991	6485	0.4002	-	-
0.1993	6490	0.6283	-	-
0.1994	6495	0.9741	-	-
0.1996	6500	0.9446	-	-
0.1997	6505	0.7138	-	-
0.1999	6510	1.1144	-	-
0.2000	6515	0.7687	-	-
0.2002	6520	1.0880	-	-
0.2003	6525	0.7537	-	-
0.2005	6530	0.6250	-	-
0.2007	6535	1.0678	-	-
0.2008	6540	0.6464	-	-
0.2010	6545	0.9055	-	-
0.2011	6550	0.7863	-	-
0.2013	6555	0.7689	-	-
0.2014	6560	0.9173	-	-
0.2016	6565	0.8006	-	-
0.2017	6570	1.0930	-	-
0.2019	6575	0.4900	-	-
0.2020	6580	0.6185	-	-
0.2022	6585	0.9750	-	-
0.2023	6590	1.5116	-	-
0.2025	6595	0.7153	-	-
0.2026	6600	0.9156	-	-
0.2028	6605	0.8693	-	-
0.2030	6610	0.8889	-	-
0.2031	6615	0.8027	-	-
0.2033	6620	0.9155	-	-
0.2034	6625	0.6005	-	-
0.2036	6630	0.6401	-	-
0.2037	6635	0.7669	-	-
0.2039	6640	1.0656	-	-
0.2040	6645	0.5354	-	-
0.2042	6650	0.5631	-	-
0.2043	6655	0.8927	-	-
0.2045	6660	0.6158	-	-
0.2046	6665	0.8165	-	-
0.2048	6670	0.9364	-	-
0.2049	6675	0.9699	-	-
0.2051	6680	0.7601	-	-
0.2053	6685	0.7206	-	-
0.2054	6690	0.3646	-	-
0.2056	6695	0.8664	-	-
0.2057	6700	1.0524	-	-
0.2059	6705	0.4552	-	-
0.2060	6710	1.0865	-	-
0.2062	6715	1.2981	-	-
0.2063	6720	0.8990	-	-
0.2065	6725	0.6995	-	-
0.2066	6730	0.6850	-	-
0.2068	6735	0.7332	-	-
0.2069	6740	0.4533	-	-
0.2071	6745	0.7837	-	-
0.2073	6750	0.8065	-	-
0.2074	6755	0.5213	-	-
0.2076	6760	0.9889	-	-
0.2077	6765	0.7872	-	-
0.2079	6770	1.1747	-	-
0.2080	6775	0.6223	-	-
0.2082	6780	0.8402	-	-
0.2083	6785	0.8064	-	-
0.2085	6790	1.0065	-	-
0.2086	6795	0.6496	-	-
0.2088	6800	0.6960	-	-
0.2089	6805	1.0241	-	-
0.2091	6810	0.9136	-	-
0.2092	6815	0.7986	-	-
0.2094	6820	0.9447	-	-
0.2096	6825	0.6855	-	-
0.2097	6830	1.0488	-	-
0.2099	6835	0.8954	-	-
0.2100	6840	0.9281	-	-
0.2102	6845	0.6608	-	-
0.2103	6850	0.8771	-	-
0.2105	6855	1.0189	-	-
0.2106	6860	0.5933	-	-
0.2108	6865	0.7521	-	-
0.2109	6870	0.6392	-	-
0.2111	6875	1.1307	-	-
0.2112	6880	0.9118	-	-
0.2114	6885	0.7568	-	-
0.2116	6890	0.6966	-	-
0.2117	6895	0.9683	-	-
0.2119	6900	0.9525	-	-
0.2120	6905	1.0923	-	-
0.2122	6910	0.7339	-	-
0.2123	6915	0.8233	-	-
0.2125	6920	0.9005	-	-
0.2126	6925	0.8875	-	-
0.2128	6930	0.7634	-	-
0.2129	6935	0.6749	-	-
0.2131	6940	0.7592	-	-
0.2132	6945	0.6867	-	-
0.2134	6950	0.7875	-	-
0.2135	6955	0.4590	-	-
0.2137	6960	0.8060	-	-
0.2139	6965	0.6468	-	-
0.2140	6970	1.1813	-	-
0.2142	6975	0.7720	-	-
0.2143	6980	0.7616	-	-
0.2145	6985	0.6355	-	-
0.2146	6990	0.6555	-	-
0.2148	6995	0.8552	-	-
0.2149	7000	2.3025	-	-
0.2151	7005	0.8398	-	-
0.2152	7010	1.0412	-	-
0.2154	7015	0.7695	-	-
0.2155	7020	1.1809	-	-
0.2157	7025	0.7942	-	-
0.2158	7030	0.5053	-	-
0.2160	7035	1.1200	-	-
0.2162	7040	0.6997	-	-
0.2163	7045	0.6155	-	-
0.2165	7050	0.5718	-	-
0.2166	7055	0.7251	-	-
0.2168	7060	1.2555	-	-
0.2169	7065	0.8969	-	-
0.2171	7070	0.5691	-	-
0.2172	7075	0.7566	-	-
0.2174	7080	1.7644	-	-
0.2175	7085	0.5656	-	-
0.2177	7090	0.6799	-	-
0.2178	7095	1.2369	-	-
0.2180	7100	2.3885	-	-
0.2182	7105	1.0796	-	-
0.2183	7110	1.1675	-	-
0.2185	7115	0.7810	-	-
0.2186	7120	1.1012	-	-
0.2188	7125	0.5624	-	-
0.2189	7130	0.8197	-	-
0.2191	7135	1.0231	-	-
0.2192	7140	0.7498	-	-
0.2194	7145	0.6576	-	-
0.2195	7150	0.4540	-	-
0.2197	7155	0.8046	-	-
0.2198	7160	0.6311	-	-
0.2200	7165	0.5817	-	-
0.2201	7170	0.7436	-	-
0.2203	7175	0.6750	-	-
0.2205	7180	0.9356	-	-
0.2206	7185	0.5925	-	-
0.2208	7190	0.8489	-	-
0.2209	7195	0.5306	-	-
0.2211	7200	0.7044	-	-
0.2212	7205	0.6623	-	-
0.2214	7210	0.9877	-	-
0.2215	7215	0.5378	-	-
0.2217	7220	0.8060	-	-
0.2218	7225	1.1302	-	-
0.2220	7230	1.1317	-	-
0.2221	7235	0.6665	-	-
0.2223	7240	1.1484	-	-
0.2225	7245	0.8592	-	-
0.2226	7250	0.9746	-	-
0.2228	7255	1.0503	-	-
0.2229	7260	0.4900	-	-
0.2231	7265	0.9669	-	-
0.2232	7270	2.7529	-	-
0.2234	7275	1.1603	-	-
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0.9870	32145	0.4055	-	-
0.9871	32150	0.6102	-	-
0.9873	32155	0.5380	-	-
0.9874	32160	0.3448	-	-
0.9876	32165	0.2907	-	-
0.9877	32170	0.6043	-	-
0.9879	32175	0.3232	-	-
0.9881	32180	0.7737	-	-
0.9882	32185	0.3224	-	-
0.9884	32190	0.3072	-	-
0.9885	32195	0.6126	-	-
0.9887	32200	0.4485	-	-
0.9888	32205	0.2812	-	-
0.9890	32210	0.4147	-	-
0.9891	32215	0.5178	-	-
0.9893	32220	0.5869	-	-
0.9894	32225	0.3707	-	-
0.9896	32230	0.5098	-	-
0.9897	32235	0.4873	-	-
0.9899	32240	0.6850	-	-
0.9901	32245	0.7219	-	-
0.9902	32250	0.2861	-	-
0.9904	32255	0.4407	-	-
0.9905	32260	0.4148	-	-
0.9907	32265	0.6100	-	-
0.9908	32270	0.5016	-	-
0.9910	32275	0.3581	-	-
0.9911	32280	0.7246	-	-
0.9913	32285	0.4945	-	-
0.9914	32290	0.5213	-	-
0.9916	32295	0.5255	-	-
0.9917	32300	0.5187	-	-
0.9919	32305	0.4226	-	-
0.9920	32310	0.5970	-	-
0.9922	32315	0.5802	-	-
0.9924	32320	0.7210	-	-
0.9925	32325	0.4375	-	-
0.9927	32330	0.4691	-	-
0.9928	32335	0.5099	-	-
0.9930	32340	0.2486	-	-
0.9931	32345	0.4494	-	-
0.9933	32350	0.5298	-	-
0.9934	32355	0.8100	-	-
0.9936	32360	0.4675	-	-
0.9937	32365	0.3905	-	-
0.9939	32370	0.3902	-	-
0.9940	32375	0.4462	-	-
0.9942	32380	0.4530	-	-
0.9944	32385	0.3577	-	-
0.9945	32390	0.4123	-	-
0.9947	32395	0.3524	-	-
0.9948	32400	0.5489	-	-
0.9950	32405	0.4462	-	-
0.9951	32410	0.2234	-	-
0.9953	32415	0.4583	-	-
0.9954	32420	0.5827	-	-
0.9956	32425	0.7619	-	-
0.9957	32430	0.2082	-	-
0.9959	32435	0.5052	-	-
0.9960	32440	0.5350	-	-
0.9962	32445	0.5122	-	-
0.9963	32450	0.4806	-	-
0.9965	32455	0.5233	-	-
0.9967	32460	0.5704	-	-
0.9968	32465	0.6902	-	-
0.9970	32470	0.5379	-	-
0.9971	32475	0.4670	-	-
0.9973	32480	0.5542	-	-
0.9974	32485	0.2782	-	-
0.9976	32490	0.4619	-	-
0.9977	32495	0.5964	-	-
0.9979	32500	0.4838	-	-
0.9980	32505	0.5643	-	-
0.9982	32510	0.4409	-	-
0.9983	32515	0.6216	-	-
0.9985	32520	0.7191	-	-
0.9986	32525	0.4464	-	-
0.9988	32530	0.7433	-	-
0.9990	32535	0.6568	-	-
0.9991	32540	0.4651	-	-
0.9993	32545	0.4549	-	-
0.9994	32550	0.5335	-	-
0.9996	32555	0.4701	-	-
0.9997	32560	0.4915	-	-
0.9999	32565	0.4603	-	-
1.0	32569	-	1.0518	0.8154
-1	-1	-	-	0.8156

Training Time

• Training: 23.1 hours

Framework Versions

• Python: 3.12.13
• Sentence Transformers: 5.7.0
• Transformers: 5.14.1
• PyTorch: 2.13.0+cu130
• Accelerate: 1.14.0
• Datasets: 5.0.1
• Tokenizers: 0.22.2

Additional Resources

• Training and Finetuning Embedding Models with Sentence Transformers: the end-to-end guide for training or finetuning Sentence Transformer models.
• Introduction to Matryoshka Embedding Models: variable-size embeddings that can be truncated with minimal quality loss.
• Binary and Scalar Embedding Quantization for Significantly Faster & Cheaper Retrieval: post-training compression of embedding vectors.
• Multimodal Embedding & Reranker Models with Sentence Transformers: use text, image, audio, and video models through the same API.
• Training and Finetuning Multimodal Embedding & Reranker Models with Sentence Transformers: train multimodal embedding models, with a Visual Document Retrieval walkthrough.

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",
}

MatryoshkaLoss

@misc{kusupati2024matryoshka,
    title={Matryoshka Representation Learning},
    author={Aditya Kusupati and Gantavya Bhatt and Aniket Rege and Matthew Wallingford and Aditya Sinha and Vivek Ramanujan and William Howard-Snyder and Kaifeng Chen and Sham Kakade and Prateek Jain and Ali Farhadi},
    year={2024},
    eprint={2205.13147},
    archivePrefix={arXiv},
    primaryClass={cs.LG}
}