PyLate model based on Alibaba-NLP/gte-modernbert-base

This is a PyLate model finetuned from Alibaba-NLP/gte-modernbert-base on the msmarco-w-instructions dataset. It maps sentences & paragraphs to sequences of 128-dimensional dense vectors and can be used for semantic textual similarity using the MaxSim operator.

Model Details

Model Description

Model Sources

Full Model Architecture

ColBERT(
  (0): Transformer({'max_seq_length': 511, 'do_lower_case': False, 'architecture': 'ModernBertModel'})
  (1): Dense({'in_features': 768, 'out_features': 128, 'bias': False, 'activation_function': 'torch.nn.modules.linear.Identity', 'use_residual': False})
)

Usage

First install the PyLate library:

pip install -U pylate

Retrieval

Use this model with PyLate to index and retrieve documents. The index uses FastPLAID for efficient similarity search.

Indexing documents

Load the ColBERT model and initialize the PLAID index, then encode and index your documents:

from pylate import indexes, models, retrieve

# Step 1: Load the ColBERT model
model = models.ColBERT(
    model_name_or_path="pylate_model_id",
)

# Step 2: Initialize the PLAID index
index = indexes.PLAID(
    index_folder="pylate-index",
    index_name="index",
    override=True,  # This overwrites the existing index if any
)

# Step 3: Encode the documents
documents_ids = ["1", "2", "3"]
documents = ["document 1 text", "document 2 text", "document 3 text"]

documents_embeddings = model.encode(
    documents,
    batch_size=32,
    is_query=False,  # Ensure that it is set to False to indicate that these are documents, not queries
    show_progress_bar=True,
)

# Step 4: Add document embeddings to the index by providing embeddings and corresponding ids
index.add_documents(
    documents_ids=documents_ids,
    documents_embeddings=documents_embeddings,
)

Note that you do not have to recreate the index and encode the documents every time. Once you have created an index and added the documents, you can re-use the index later by loading it:

# To load an index, simply instantiate it with the correct folder/name and without overriding it
index = indexes.PLAID(
    index_folder="pylate-index",
    index_name="index",
)

Retrieving top-k documents for queries

Once the documents are indexed, you can retrieve the top-k most relevant documents for a given set of queries. To do so, initialize the ColBERT retriever with the index you want to search in, encode the queries and then retrieve the top-k documents to get the top matches ids and relevance scores:

# Step 1: Initialize the ColBERT retriever
retriever = retrieve.ColBERT(index=index)

# Step 2: Encode the queries
queries_embeddings = model.encode(
    ["query for document 3", "query for document 1"],
    batch_size=32,
    is_query=True,  #  # Ensure that it is set to False to indicate that these are queries
    show_progress_bar=True,
)

# Step 3: Retrieve top-k documents
scores = retriever.retrieve(
    queries_embeddings=queries_embeddings,
    k=10,  # Retrieve the top 10 matches for each query
)

Reranking

If you only want to use the ColBERT model to perform reranking on top of your first-stage retrieval pipeline without building an index, you can simply use rank function and pass the queries and documents to rerank:

from pylate import rank, models

queries = [
    "query A",
    "query B",
]

documents = [
    ["document A", "document B"],
    ["document 1", "document C", "document B"],
]

documents_ids = [
    [1, 2],
    [1, 3, 2],
]

model = models.ColBERT(
    model_name_or_path="pylate_model_id",
)

queries_embeddings = model.encode(
    queries,
    is_query=True,
)

documents_embeddings = model.encode(
    documents,
    is_query=False,
)

reranked_documents = rank.rerank(
    documents_ids=documents_ids,
    queries_embeddings=queries_embeddings,
    documents_embeddings=documents_embeddings,
)

Training Details

Training Dataset

msmarco-w-instructions

  • Dataset: msmarco-w-instructions at 1006ea7
  • Size: 980,250 training samples
  • Columns: query, positive, negative_1, negative_2, negative_3, negative_4, negative_5, negative_6, negative_7, negative_8, negative_9, negative_10, negative_11, negative_12, negative_13, negative_14, negative_15, negative_16, negative_17, negative_18, negative_19, negative_20, negative_21, negative_22, negative_23, negative_24, negative_25, negative_26, negative_27, negative_28, negative_29, and negative_30
  • Approximate statistics based on the first 1000 samples:
    query positive negative_1 negative_2 negative_3 negative_4 negative_5 negative_6 negative_7 negative_8 negative_9 negative_10 negative_11 negative_12 negative_13 negative_14 negative_15 negative_16 negative_17 negative_18 negative_19 negative_20 negative_21 negative_22 negative_23 negative_24 negative_25 negative_26 negative_27 negative_28 negative_29 negative_30
    type string string string string string string string string string string string string string string string string string string string string string string string string string string string string string string string string
    details
    • min: 5 tokens
    • mean: 67.79 tokens
    • max: 328 tokens
    • min: 31 tokens
    • mean: 92.53 tokens
    • max: 232 tokens
    • min: 34 tokens
    • mean: 79.7 tokens
    • max: 256 tokens
    • min: 20 tokens
    • mean: 78.22 tokens
    • max: 205 tokens
    • min: 16 tokens
    • mean: 84.03 tokens
    • max: 223 tokens
    • min: 20 tokens
    • mean: 86.12 tokens
    • max: 256 tokens
    • min: 20 tokens
    • mean: 85.81 tokens
    • max: 223 tokens
    • min: 16 tokens
    • mean: 86.63 tokens
    • max: 271 tokens
    • min: 28 tokens
    • mean: 84.02 tokens
    • max: 227 tokens
    • min: 20 tokens
    • mean: 87.18 tokens
    • max: 271 tokens
    • min: 22 tokens
    • mean: 85.9 tokens
    • max: 255 tokens
    • min: 17 tokens
    • mean: 86.6 tokens
    • max: 244 tokens
    • min: 22 tokens
    • mean: 87.1 tokens
    • max: 247 tokens
    • min: 26 tokens
    • mean: 88.25 tokens
    • max: 210 tokens
    • min: 17 tokens
    • mean: 87.54 tokens
    • max: 244 tokens
    • min: 25 tokens
    • mean: 85.85 tokens
    • max: 254 tokens
    • min: 26 tokens
    • mean: 88.0 tokens
    • max: 241 tokens
    • min: 26 tokens
    • mean: 87.97 tokens
    • max: 254 tokens
    • min: 27 tokens
    • mean: 86.32 tokens
    • max: 252 tokens
    • min: 19 tokens
    • mean: 87.77 tokens
    • max: 240 tokens
    • min: 27 tokens
    • mean: 88.07 tokens
    • max: 252 tokens
    • min: 25 tokens
    • mean: 86.63 tokens
    • max: 227 tokens
    • min: 19 tokens
    • mean: 87.46 tokens
    • max: 240 tokens
    • min: 20 tokens
    • mean: 87.85 tokens
    • max: 236 tokens
    • min: 20 tokens
    • mean: 86.87 tokens
    • max: 228 tokens
    • min: 21 tokens
    • mean: 87.38 tokens
    • max: 512 tokens
    • min: 22 tokens
    • mean: 86.78 tokens
    • max: 512 tokens
    • min: 24 tokens
    • mean: 87.13 tokens
    • max: 221 tokens
    • min: 25 tokens
    • mean: 88.45 tokens
    • max: 512 tokens
    • min: 24 tokens
    • mean: 86.37 tokens
    • max: 265 tokens
    • min: 19 tokens
    • mean: 88.7 tokens
    • max: 243 tokens
    • min: 21 tokens
    • mean: 88.49 tokens
    • max: 252 tokens
  • Samples:
    query positive negative_1 negative_2 negative_3 negative_4 negative_5 negative_6 negative_7 negative_8 negative_9 negative_10 negative_11 negative_12 negative_13 negative_14 negative_15 negative_16 negative_17 negative_18 negative_19 negative_20 negative_21 negative_22 negative_23 negative_24 negative_25 negative_26 negative_27 negative_28 negative_29 negative_30
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Each month the Employment Development Department releases revised and preliminary civilian labor force, unemployment rates, and industry employment by geography for California, metropolitan areas, counties, and sub-county areas. The last data released was for June 2017. California Unemployment Extension If your California unemployment benefits have run out you may be eligible to receive extended unemployment benefits through one of the state or federal unemployment extension programs. This federal unemployment extension programs is called Emergency Unemployment Compensation, 2008 (Also known as EUC08).f you qualify for the EB unemployment extension you will receive additional benefits equal to 20 weeks or 80% of the maximum benefit amount on the original unemployment claim, whichever amount is less. The Natural Rate, NAIRU, and Monetary Policy Figure 1 shows two additional estimates of the natural rate, together with the actual total civilian unemployment rate and the long-run average rate. The estimate labeled Natural Rate 1 is obtained by removing an estimate of short-run cyclical unemployment from the actual rate. World Jiu-Jitsu Championship The World Jiu-Jitsu Championship (commonly known as Mundials) is the most prestigious Brazilian Jiu-Jitsu (BJJ) tournament in the world. They are hosted annually by the International Brazilian Jiu-Jitsu Federation. The first Mundial tournament to be held outside of Brazil was in 2007 at California State University, Long Beach in Long Beach, California, United States. This trend continued with the 2008 Mundials, once again in Long Beach, California. - Claims filed since January 2, 2005 will have a maximum weekly benefit amount of $450. For a listing of eligible entitlements, please see the Unemployment Insurance Benefit Table. 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At their peak, the federally backed programs extended benefits to up to 99 weeks in some — though never all — states. - As of December, 2008, The duration of CO unemployment benefits was 13-26 weeks, but benefits can be extended by Colorado during times of high unemployment or other special circumstances. - You can collect the equivalent of 26 weeks of total unemployment benefits on a claim. A claim is in effect for a one-year period. Within that claim year, maximum benefits would be 26 times your Weekly Benefit Rate. Using the previous example, with a Weekly Benefit Rate of $152, you would be entitled to collect $3,952. Here's How Long Unemployment Benefits Now Last In Each State Under normal times, an individual can collect unemployment benefits for a maximum of 26 weeks. But after the recession, Congress passed the emergency benefit program to extend that duration to 73 weeks, although the exact length varied by state.Now, federal benefits have returned to their 26 week duration.nder normal times, an individual can collect unemployment benefits for a maximum of 26 weeks. But after the recession, Congress passed the emergency benefit program to extend that duration to 73 weeks, although the exact length varied by state. Cobb County Unemployment Office Cobb County Unemployment Office. Find Cobb County Georgia unemployment offices, including state, federal, and department of labor offices. Unemployment offices provide information on unemployment eligibility and status, compensation, and filing weekly unemployment claims or benefits. Name. - Unemployed residents must be aware of the qualifications for unemployment in order to determine if they meet the criteria. Residents who are eligible for unemployment benefits must follow application procedures set by the State of California Employment Development Department (EDD). - If you are fired for misconduct, however, you will not be eligible for unemployment benefits. In California, misconduct makes you ineligible for unemployment benefits only if all four of these statements are true: 1 You owed a material duty to the employer. Computing Wisconsin Unemployment Insurance Weekly Benefits The Maximum Amount of Unemployment Benefits in Wisconsin. Regarding weekly unemployment benefits, the highest amount obtainable in Wisconsin as of 2011 is $363. Generally, you may claim unemployment benefits for 26 weeks. Thus the highest amount of total benefits an unemployed person can collect in the state is $9,438. You could claim this sum over the span of a year if you opt-by not filling for benefits some weeks—but you can collect 26 payments. How long does it take to know if your unemployment claim was approved? And how long to get a check? How long does it take to know if your unemployment claim was approved? And how long to get a check? I filed for unemployment benefits on 7/25/10. I lost my job on 6/18/2010 and got severance pay through 6/30/10. I started looking for employment right away and tried to make ends meet with my... Source(s): long unemployment claim approved long check: https://tr.im/V67L7. Aurelia · 2 years ago. Medical Technician Certification and Certificate Programs In a medical technician certificate program, candidates learn to complete tasks performed by these professionals in clinical laboratories or hospitals. For admission, students will need to provide proof of immunizations, liability insurance and high school completion. Mississippi Unemployment Phone Number Mississippi Unemployment Phone Number. Sometimes you just have to talk to a live person to get answers to your questions. 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For example, the economic stimulus package passed by Congress in February 2009 provided for extended (and increased) unemployment benefits, and Ohio passed a law in the spring of 2009 further extending benefits. How long can you collect state disability? CA = 52 weeks NY = 26 Weeks NJ = 26 Weeks HI = 26 Weeks RI = The duration of your claim is equal to 36% of your total base period wages divided by your weekly benefit rate (not including dependent's allowance). The most you are allowed to collect is an amount equal to 30 full weeks. Collecting Unemployment Benefits in Texas Amount and Duration of Unemployment Benefits in Texas. As explained above, the Texas Workforce Commission determines your weekly unemployment benefit amount by dividing your earnings for the highest paid quarter of the base period by 25, up to a maximum of $465 per week. Benefits are available for up to 26 weeks. How Long Do Your Unemployment Benefits Last? 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Understanding the specific policies of each country is essential for those who are unemployed and seeking assistance. How to Calculate Your Unemployment Benefits The amount you receive depends on your weekly earnings prior to being laid-off and on the maximum amount of unemployment benefits paid to each worker. In many states, you will be compensated for half of your earnings, up to a certain maximum. Benefits are usually paid for a maximum of 26 weeks. Entering the âReal Worldâ If you have been working in a regular job for at least 20 weeks and lose that job - through no fault of your own - you may be eligible for state unemployment benefits. You can file a claim at your local Employment Services Office (listed in your phone book). If you are still out of work when your unemployment benefits run out, you may be eligible for welfare - as long as you still have time left on your five-year limit. Unemployment Benefits Calculator For more information on Base Period and monetary determination refer unemployment eligibility article. How long will I receive benefits: Usually, most states permit an individual to obtain unemployment for a maximum of 26 weeks, or half the benefit the benefit year. A few states have standardized benefit duration, while most have different durations depending upon the worker. New York Unemployment Phone Number New York Unemployment Phone Number. Sometimes you just have to talk to a live person to get answers to your questions. In that case, you can call the NY Unemployment Phone Number: Toll Free: 1-888-581-5812. Be prepared for long wait times because lots of people are trying to do the same thing that you are. Economy Download .xls. The unemployment rate in Danville, California, is 3.20%, with job growth of 0.70%. Future job growth over the next ten years is predicted to be 38.20%. Danville, California Taxes. Danville, California,sales tax rate is 8.50%. Income tax is 6.00%. The income per capita is $61,002, which includes all adults and children. How to Extend Unemployment Compensation In the United States, federally mandated unemployment compensation typically lasts 26 weeks. However, it may not be possible for you to find work during that time, and you might need extended benefits. During times of high unemployment, states may extend unemployment benefits by a few weeks to a few months. To apply for these benefits, you'll have to do some research and gather the necessary documentation. Unemployment Rate and Labor Force Unemployment Rate and Labor Force. Each month the Employment Development Department releases revised and preliminary civilian labor force, unemployment rates, and industry employment by geography for California, metropolitan areas, counties, and sub-county areas. The last data released was for June 2017. California Unemployment Extension If your California unemployment benefits have run out you may be eligible to receive extended unemployment benefits through one of the state or federal unemployment extension programs. This federal unemployment extension programs is called Emergency Unemployment Compensation, 2008 (Also known as EUC08).f you qualify for the EB unemployment extension you will receive additional benefits equal to 20 weeks or 80% of the maximum benefit amount on the original unemployment claim, whichever amount is less. The Natural Rate, NAIRU, and Monetary Policy Figure 1 shows two additional estimates of the natural rate, together with the actual total civilian unemployment rate and the long-run average rate. The estimate labeled Natural Rate 1 is obtained by removing an estimate of short-run cyclical unemployment from the actual rate. World Jiu-Jitsu Championship The World Jiu-Jitsu Championship (commonly known as Mundials) is the most prestigious Brazilian Jiu-Jitsu (BJJ) tournament in the world. They are hosted annually by the International Brazilian Jiu-Jitsu Federation. The first Mundial tournament to be held outside of Brazil was in 2007 at California State University, Long Beach in Long Beach, California, United States. This trend continued with the 2008 Mundials, once again in Long Beach, California. - Claims filed since January 2, 2005 will have a maximum weekly benefit amount of $450. For a listing of eligible entitlements, please see the Unemployment Insurance Benefit Table. You are required to register in California's Job Search assistance website (CalJOBS) within 21 days. Macroeconomics - 1.) the use of all available resources to produce want-satisfying goods and services; 2.) the situation in which the unemployment rate is equal to the full-employment rate of unemployment and where fractional and structural unemployment occur but not cynical unemployment. - The Employment Development Department has performed at an unacceptable level for a decade by U.S. Department of Labor standards, according to the California State Auditor. A March 2011 report (and the Labor Department) criticized EDD for not delivering unemployment benefits in a timely fashion. How Long Can You Collect Unemployment Benefits? How Long Can You Collect Unemployment Benefits? When job losses skyrocketed in 2008, Congress passed emergency measures to supplement state-level unemployment insurance programs, which generally offer six months of benefits. At their peak, the federally backed programs extended benefits to up to 99 weeks in some — though never all — states. - As of December, 2008, The duration of CO unemployment benefits was 13-26 weeks, but benefits can be extended by Colorado during times of high unemployment or other special circumstances. - You can collect the equivalent of 26 weeks of total unemployment benefits on a claim. A claim is in effect for a one-year period. Within that claim year, maximum benefits would be 26 times your Weekly Benefit Rate. Using the previous example, with a Weekly Benefit Rate of $152, you would be entitled to collect $3,952. Here's How Long Unemployment Benefits Now Last In Each State Under normal times, an individual can collect unemployment benefits for a maximum of 26 weeks. But after the recession, Congress passed the emergency benefit program to extend that duration to 73 weeks, although the exact length varied by state.Now, federal benefits have returned to their 26 week duration.nder normal times, an individual can collect unemployment benefits for a maximum of 26 weeks. But after the recession, Congress passed the emergency benefit program to extend that duration to 73 weeks, although the exact length varied by state. Cobb County Unemployment Office Cobb County Unemployment Office. Find Cobb County Georgia unemployment offices, including state, federal, and department of labor offices. Unemployment offices provide information on unemployment eligibility and status, compensation, and filing weekly unemployment claims or benefits. Name. - Unemployed residents must be aware of the qualifications for unemployment in order to determine if they meet the criteria. Residents who are eligible for unemployment benefits must follow application procedures set by the State of California Employment Development Department (EDD). - If you are fired for misconduct, however, you will not be eligible for unemployment benefits. In California, misconduct makes you ineligible for unemployment benefits only if all four of these statements are true: 1 You owed a material duty to the employer. Computing Wisconsin Unemployment Insurance Weekly Benefits The Maximum Amount of Unemployment Benefits in Wisconsin. Regarding weekly unemployment benefits, the highest amount obtainable in Wisconsin as of 2011 is $363. Generally, you may claim unemployment benefits for 26 weeks. Thus the highest amount of total benefits an unemployed person can collect in the state is $9,438. You could claim this sum over the span of a year if you opt-by not filling for benefits some weeks—but you can collect 26 payments. How long does it take to know if your unemployment claim was approved? And how long to get a check? How long does it take to know if your unemployment claim was approved? And how long to get a check? I filed for unemployment benefits on 7/25/10. I lost my job on 6/18/2010 and got severance pay through 6/30/10. I started looking for employment right away and tried to make ends meet with my... Source(s): long unemployment claim approved long check: https://tr.im/V67L7. Aurelia · 2 years ago. Medical Technician Certification and Certificate Programs In a medical technician certificate program, candidates learn to complete tasks performed by these professionals in clinical laboratories or hospitals. For admission, students will need to provide proof of immunizations, liability insurance and high school completion. Mississippi Unemployment Phone Number Mississippi Unemployment Phone Number. Sometimes you just have to talk to a live person to get answers to your questions. In that case, you can call the MS Unemployment Phone Number: Toll Free: 1-888-844-3577. Be prepared for long wait times because lots of people are trying to do the same thing that you are. Employer Frequently Asked Questions benefits in California, a claimant must have (1) earned at least $1,300 in the highest quarter of the base period. You can receive a minimum of $40 to a maximum of $450 a week up to 26 weeks. depending on your past quarterly earnings. The base period is 12 months long, but it is important to think of it. as 4 quarters of 3 months each. The quarter in which the highest wages were received determines the weekly. What You Should Know About Unemployment Compensation A: From 20 to a maximum of 26 weeks depending on how many weeks the individual worked before filing for unemployment compensation. This limit is occasionally extended during times of economic hardship. For example, the economic stimulus package passed by Congress in February 2009 provided for extended (and increased) unemployment benefits, and Ohio passed a law in the spring of 2009 further extending benefits. How long can you collect state disability? CA = 52 weeks NY = 26 Weeks NJ = 26 Weeks HI = 26 Weeks RI = The duration of your claim is equal to 36% of your total base period wages divided by your weekly benefit rate (not including dependent's allowance). The most you are allowed to collect is an amount equal to 30 full weeks.
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The Life of a Song: âIâm a Believerâ Their first single, “Last Train to Clarksville”, written by Tommy Boyce and Bobby Hart, reached number one in the US. Its follow-up, “I’m a Believer”, was the work of a young New York songwriter-for-hire, Neil Diamond, who had initially tried to place it with country singer Eddie Arnold, as well as recording it himself. Library News - State Government Iric Nathanson wrote about the 1952 and 1956 primaries in a 2008 MinnPost article, Political mischief: Minnesota's 1950s experiment with presidential primaries.. About the repeal, he wrote, The mainly Republican conservatives controlled the state Senate, and they moved first to vote repeal with only minimal debate. - Practice resurrection. “Manifesto: The Mad Farmer Liberation Front” from The Country of Marriage, Harcourt Brace Jovanovich, Inc. 1973. Also published by Counterpoint Press in The Selected Poems of Wendell Berry, 1999; The Mad Farmer Poems, 2008; New Collected Poems, 2012. Alan Menken According to Alan Menken ... after age 30 it is a downhill plunge. Menken wrote several shows that were not produced, including Atina, Evil Queen of the Galaxy (1980), with lyrics by Steve Brown. He also wrote The Thorn with lyrics by Brown, which was commissioned by Divine in 1980. Henry Wadsworth Longfellow Poems such as “Paul Revere’s Ride,” Evangeline, A Tale of Acadie (1847), and “A Psalm of Life” became mainstays of national culture, long remembered by generations of readers who studied them in school. Do Not Stand at My Grave and Weep Do Not Stand at My Grave and Weep. Do Not Stand at My Grave and Weep is a poem written in 1932 by Mary Elizabeth Frye. Although the origin of the poem was disputed until later in her life, Mary Frye's authorship was confirmed in 1998 after research by Abigail Van Buren, a newspaper columnist. 1 Origins. - Randall's most famous poem is The Ballad of Birmingham, written during the 1960s, about the 1963 bombing of the church Martin Luther King, Jr. belonged to in Birmingham, Alabama.[2] Randall's poetry Best Famous Romantic Poets of All-time Andreas Kalvos. Andreas Kalvos (Greek: ἀνδρέας κάλβος, also transliterated as Andreas Calvos; 1 April 1792 – November 3, 1869) was a Greek poet of the Romantic school. He published only two collections of poems — the Lyra of 1824 and the Lyrica of 1826. He was a contemporary of the poets Ugo Foscolo and Dionysios Solomos. The Hollywood Ten This is a static page that is no longer maintained. The Hollywood Ten. American novelist and journalist Alvah Bessie wrote screenplays for Warner Brothers and other studios during the mid and late '40s. As a screenwriter, he was nominated for an Academy Award for Best Original Story for the patriotic Warner's film Objective Burma(1945). Austin Miles' Methodist Hymn: In The Garden You Are At: AllSands Home > Religious > Christian > Austin Miles' Methodist hymn: in the garden. Written in 1912 by C. Austin Miles, as a commission by a music publisher, “In the Garden” was no less spiritually inspired for all its secular beginnings. Miles left an accounting of the writing of it. He describes sitting in a darkened room and taking up the Bible for inspiration. - He also wrote a paper concerning aggression instinct and Freud did not approve. In addition, Alfred wrote a paper on children's feelings of inferiority. Which agreed with Freud's sexual notions. Freud named Adler president of Viennese Analytic Society co-editor of organization newsletter. Sermons on Mark - Brian Bill Browse Collections. The Roman Centurion. Mark 15:39 tells us that the Roman centurion, who had witnessed the suffering and death of Christ at Calvary first-hand, said: Truly this man was the Son of God!. Alan Menken According to Alan Menken ... after age 30 it is a downhill plunge. Menken wrote several shows that were not produced, including Atina, Evil Queen of the Galaxy (1980), with lyrics by Steve Brown. He also wrote The Thorn with lyrics by Brown, which was commissioned by Divine in 1980. Who wrote the final draft of the Constitution? Related Videos. 0. But only one man actually wrote the words on the paper when the text had been decided. Each of the state delegates to the convention had an influence on the wording of the Constitution. Their names can be found at the link below. The man who actually wrote the words is named Jacob Shallus. - In the Name of the Lord Lyrics. In the Name of the Lord was written by Raymond Brown, Ragan Courtney, Camp Kirkland. In the Name of the Lord was written by Raymond Brown, Ragan Courtney, Camp Kirkland. Analysis of âDown Underâ by Men At Work written by Davis King Analysis of “Down Under” by Men At Work written by Davis King Posted on September 20, 2015 by nking3 Men At Work is an Australian rock band who formed in 1978 in Sydney, Australia by their lead vocalist Colin Hay. Known for their cutting edge style of play and groovy, easy-going sound, Men At Work quickly arouse as one of the top bands of the early 80s around the world. Most notably is their Billboard charts number one hit “Down Under”. - Calvary Community Church - Phoenix. 1 Calvary Community Church was started in 1982 by Pastor J. Mark Martin. Calvary, a non-denominational church, started with only 11 people in a northwest Phoenix elementary school band room and today has grown to be the church home for over 10,000. Charles Wesley Hymns Charles Wesley Hymns. Charles Wesley (1707-1788), who wrote hundreds of hymns and poems, was one of the most prolific English poets. His hymns witness to the power of God in Christ today and in every age. He and his brother John Wesley founded Methodism. Down in the Boondocks (song) Down in the Boondocks is a song written by Joe South and recorded by American artist Billy Joe Royal. It was a hit in 1965, reaching number 9 on the Billboard Hot 100 chart. In the UK, it hit number 38 on the Record Retailer chart. The song comes from the album Down in the Boondocks. In the Garden (1912 song) In the Garden (1912 song) For the Van Morrison song, see In the Garden (Van Morrison song). In the Garden (sometimes rendered by its first line I Come to the Garden Alone) is a gospel song written by American songwriter C. Austin Miles (1868–1946), a former pharmacist who served as editor and manager at Hall-Mack publishers for 37 years. George Eliot Mary Ann Evans redirects here. For the wife of Benjamin Disraeli, see Mary Anne Disraeli. Mary Anne Evans (22 November 1819 – 22 December 1880; alternatively Mary Ann or Marian), known by her pen name George Eliot, was an English novelist, poet, journalist, translator and one of the leading writers of the Victorian era. Ode to a Nightingale Ode to a Nightingale. Ode to a Nightingale is a poem by John Keats written either in the garden of the Spaniards Inn, Hampstead, London or, according to Keats' friend Charles Armitage Brown, under a plum tree in the garden of Keats' house at Wentworth Place, also in Hampstead. - You%27re A Mean One Mr. Grinch by Thurl Ravenscroft Songfacts. 1 This was written and recorded for the classic 1966 Dr. Seuss TV Holiday Special How The Grinch Stole Christmas. Seuss wrote the lyrics and Albert Hague wrote the music. The Story Behind Leaning on the Everlasting Arms He pondered the words of that verse as he penned them into the letters, and the lyrics of the chorus of Leaning on the Everlasting Arms came to his mind. He wrote to his friend, Elisha Hoffman, explaining that he had a chorus, but no verses. Mr. Hoffman wrote back with the rest of the words of this famous hymn. - Product Information Down At The Cross composed by John H. Stockton - Digital Sheet Music (Glory to His Name) Would drinking lots of actimel do much? Pike wrote: Grunk wrote: The actimel challenge requires you to wait 2 weeks. I for one can't rmemeber what my poos were like 2 weeks ago. Maybe I need to keep some kind of log book Get one of those horrible german toilets, with the wierd shelf construction, to help you in your research. 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  • Loss: pylate.losses.cached_contrastive.CachedContrastive

Training Hyperparameters

Non-Default Hyperparameters

  • per_device_train_batch_size: 64
  • per_device_eval_batch_size: 64
  • learning_rate: 1e-05
  • num_train_epochs: 1
  • bf16: True
  • dataloader_num_workers: 1

All Hyperparameters

Click to expand
  • overwrite_output_dir: False
  • do_predict: False
  • eval_strategy: no
  • prediction_loss_only: True
  • per_device_train_batch_size: 64
  • per_device_eval_batch_size: 64
  • per_gpu_train_batch_size: None
  • per_gpu_eval_batch_size: None
  • gradient_accumulation_steps: 1
  • eval_accumulation_steps: None
  • torch_empty_cache_steps: None
  • learning_rate: 1e-05
  • weight_decay: 0.0
  • adam_beta1: 0.9
  • adam_beta2: 0.999
  • adam_epsilon: 1e-08
  • max_grad_norm: 1.0
  • num_train_epochs: 1
  • max_steps: -1
  • lr_scheduler_type: linear
  • lr_scheduler_kwargs: {}
  • warmup_ratio: 0.0
  • warmup_steps: 0
  • log_level: passive
  • log_level_replica: warning
  • log_on_each_node: True
  • logging_nan_inf_filter: True
  • save_safetensors: True
  • save_on_each_node: False
  • save_only_model: False
  • restore_callback_states_from_checkpoint: False
  • no_cuda: False
  • use_cpu: False
  • use_mps_device: False
  • seed: 42
  • data_seed: None
  • jit_mode_eval: False
  • use_ipex: False
  • bf16: True
  • fp16: False
  • fp16_opt_level: O1
  • half_precision_backend: auto
  • bf16_full_eval: False
  • fp16_full_eval: False
  • tf32: None
  • local_rank: 2
  • ddp_backend: None
  • tpu_num_cores: None
  • tpu_metrics_debug: False
  • debug: []
  • dataloader_drop_last: True
  • dataloader_num_workers: 1
  • dataloader_prefetch_factor: None
  • past_index: -1
  • disable_tqdm: False
  • remove_unused_columns: True
  • label_names: None
  • load_best_model_at_end: False
  • ignore_data_skip: False
  • fsdp: []
  • fsdp_min_num_params: 0
  • fsdp_config: {'min_num_params': 0, 'xla': False, 'xla_fsdp_v2': False, 'xla_fsdp_grad_ckpt': False}
  • fsdp_transformer_layer_cls_to_wrap: None
  • accelerator_config: {'split_batches': False, 'dispatch_batches': None, 'even_batches': True, 'use_seedable_sampler': True, 'non_blocking': False, 'gradient_accumulation_kwargs': None}
  • parallelism_config: None
  • deepspeed: None
  • label_smoothing_factor: 0.0
  • optim: adamw_torch_fused
  • optim_args: None
  • adafactor: False
  • group_by_length: False
  • length_column_name: length
  • ddp_find_unused_parameters: None
  • ddp_bucket_cap_mb: None
  • ddp_broadcast_buffers: False
  • dataloader_pin_memory: True
  • dataloader_persistent_workers: False
  • skip_memory_metrics: True
  • use_legacy_prediction_loop: False
  • push_to_hub: False
  • resume_from_checkpoint: None
  • hub_model_id: None
  • hub_strategy: every_save
  • hub_private_repo: None
  • hub_always_push: False
  • hub_revision: None
  • gradient_checkpointing: False
  • gradient_checkpointing_kwargs: None
  • include_inputs_for_metrics: False
  • include_for_metrics: []
  • eval_do_concat_batches: True
  • fp16_backend: auto
  • push_to_hub_model_id: None
  • push_to_hub_organization: None
  • mp_parameters:
  • auto_find_batch_size: False
  • full_determinism: False
  • torchdynamo: None
  • ray_scope: last
  • ddp_timeout: 1800
  • torch_compile: False
  • torch_compile_backend: None
  • torch_compile_mode: None
  • include_tokens_per_second: False
  • include_num_input_tokens_seen: False
  • neftune_noise_alpha: None
  • optim_target_modules: None
  • batch_eval_metrics: False
  • eval_on_start: False
  • use_liger_kernel: False
  • liger_kernel_config: None
  • eval_use_gather_object: False
  • average_tokens_across_devices: True
  • 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
0.0003 1 199.3944
0.0005 2 165.7824
0.0008 3 152.4486
0.0010 4 139.5493
0.0013 5 133.853
0.0016 6 118.7645
0.0018 7 111.3774
0.0021 8 99.6935
0.0024 9 86.9481
0.0026 10 82.2878
0.0029 11 77.1562
0.0031 12 77.545
0.0034 13 72.0505
0.0037 14 63.2029
0.0039 15 60.8042
0.0042 16 57.3555
0.0044 17 53.2172
0.0047 18 49.448
0.0050 19 47.1384
0.0052 20 46.1011
0.0055 21 42.5798
0.0057 22 42.5811
0.0060 23 38.6853
0.0063 24 42.4468
0.0065 25 33.4438
0.0068 26 30.2362
0.0071 27 35.6078
0.0073 28 36.4255
0.0076 29 28.3818
0.0078 30 28.3529
0.0081 31 30.013
0.0084 32 26.0309
0.0086 33 24.3344
0.0089 34 24.6007
0.0091 35 24.5775
0.0094 36 19.3082
0.0097 37 22.4127
0.0099 38 22.8315
0.0102 39 20.0842
0.0104 40 19.8436
0.0107 41 18.4305
0.0110 42 21.1139
0.0112 43 17.1269
0.0115 44 17.6255
0.0118 45 18.5381
0.0120 46 16.5813
0.0123 47 14.8214
0.0125 48 14.6431
0.0128 49 14.9132
0.0131 50 16.0785
0.0133 51 14.4152
0.0136 52 12.737
0.0138 53 13.07
0.0141 54 12.5326
0.0144 55 11.3608
0.0146 56 10.4588
0.0149 57 12.6784
0.0151 58 12.3943
0.0154 59 11.2991
0.0157 60 11.7813
0.0159 61 10.6671
0.0162 62 11.2314
0.0165 63 12.0908
0.0167 64 10.2549
0.0170 65 9.384
0.0172 66 10.8997
0.0175 67 9.3112
0.0178 68 10.2497
0.0180 69 9.3898
0.0183 70 9.6238
0.0185 71 9.2257
0.0188 72 9.0598
0.0191 73 8.486
0.0193 74 8.5653
0.0196 75 9.2649
0.0198 76 8.6638
0.0201 77 7.1386
0.0204 78 9.1509
0.0206 79 8.7993
0.0209 80 8.8203
0.0212 81 8.7722
0.0214 82 8.5077
0.0217 83 7.4271
0.0219 84 7.5439
0.0222 85 8.2765
0.0225 86 7.0312
0.0227 87 8.4714
0.0230 88 9.1277
0.0232 89 8.6824
0.0235 90 8.0224
0.0238 91 7.9996
0.0240 92 6.9721
0.0243 93 8.3731
0.0245 94 7.7399
0.0248 95 7.6004
0.0251 96 7.7296
0.0253 97 6.9542
0.0256 98 7.0369
0.0259 99 6.8867
0.0261 100 7.9764
0.0264 101 7.8097
0.0266 102 7.7193
0.0269 103 7.9448
0.0272 104 7.2813
0.0274 105 5.8836
0.0277 106 6.4703
0.0279 107 6.3141
0.0282 108 6.777
0.0285 109 6.4206
0.0287 110 6.801
0.0290 111 6.4169
0.0293 112 6.431
0.0295 113 6.7971
0.0298 114 5.4755
0.0300 115 7.0284
0.0303 116 6.4829
0.0306 117 6.9733
0.0308 118 6.0677
0.0311 119 6.9981
0.0313 120 6.5318
0.0316 121 7.3809
0.0319 122 6.2038
0.0321 123 5.5107
0.0324 124 5.3408
0.0326 125 6.1092
0.0329 126 7.1105
0.0332 127 6.4687
0.0334 128 6.4444
0.0337 129 6.3106
0.0340 130 5.9593
0.0342 131 6.5867
0.0345 132 5.8568
0.0347 133 5.981
0.0350 134 5.9761
0.0353 135 6.0706
0.0355 136 7.1576
0.0358 137 5.7932
0.0360 138 6.1157
0.0363 139 6.5486
0.0366 140 6.2087
0.0368 141 6.8337
0.0371 142 6.2474
0.0373 143 6.4157
0.0376 144 5.6217
0.0379 145 6.4702
0.0381 146 5.1198
0.0384 147 6.0567
0.0387 148 5.7413
0.0389 149 6.1662
0.0392 150 5.4656
0.0394 151 7.0059
0.0397 152 5.5678
0.0400 153 5.92
0.0402 154 5.9327
0.0405 155 6.2402
0.0407 156 5.8413
0.0410 157 5.1148
0.0413 158 5.8123
0.0415 159 5.6684
0.0418 160 5.9102
0.0420 161 4.7925
0.0423 162 6.0663
0.0426 163 5.6472
0.0428 164 6.8243
0.0431 165 5.1398
0.0434 166 5.2848
0.0436 167 5.0088
0.0439 168 5.385
0.0441 169 5.9581
0.0444 170 6.6683
0.0447 171 6.3209
0.0449 172 5.4316
0.0452 173 5.6181
0.0454 174 6.2636
0.0457 175 5.7517
0.0460 176 5.5753
0.0462 177 5.4683
0.0465 178 5.5711
0.0467 179 5.9936
0.0470 180 6.0573
0.0473 181 4.5632
0.0475 182 5.417
0.0478 183 4.7395
0.0481 184 5.7042
0.0483 185 5.1391
0.0486 186 4.9979
0.0488 187 5.3592
0.0491 188 5.3449
0.0494 189 5.2448
0.0496 190 6.308
0.0499 191 5.3281
0.0501 192 5.2648
0.0504 193 4.1614
0.0507 194 4.8354
0.0509 195 4.6048
0.0512 196 4.8355
0.0514 197 4.9092
0.0517 198 5.1826
0.0520 199 5.3437
0.0522 200 4.8493
0.0525 201 4.886
0.0528 202 5.4513
0.0530 203 5.3376
0.0533 204 4.8929
0.0535 205 5.0292
0.0538 206 4.6604
0.0541 207 4.7675
0.0543 208 3.991
0.0546 209 4.6515
0.0548 210 4.8631
0.0551 211 4.6379
0.0554 212 4.9076
0.0556 213 5.2524
0.0559 214 4.4916
0.0562 215 5.1094
0.0564 216 5.2382
0.0567 217 5.0249
0.0569 218 4.5932
0.0572 219 5.1889
0.0575 220 5.2192
0.0577 221 4.5408
0.0580 222 5.0535
0.0582 223 4.5176
0.0585 224 4.3363
0.0588 225 4.9376
0.0590 226 4.3812
0.0593 227 5.0541
0.0595 228 5.0206
0.0598 229 5.1418
0.0601 230 4.491
0.0603 231 5.5
0.0606 232 5.6766
0.0609 233 4.533
0.0611 234 5.3182
0.0614 235 4.8577
0.0616 236 4.9337
0.0619 237 5.1918
0.0622 238 5.5017
0.0624 239 4.3458
0.0627 240 5.8454
0.0629 241 4.5621
0.0632 242 4.0383
0.0635 243 3.9752
0.0637 244 4.7051
0.0640 245 4.5631
0.0642 246 4.0228
0.0645 247 4.6618
0.0648 248 4.2728
0.0650 249 4.4667
0.0653 250 5.5645
0.0656 251 5.365
0.0658 252 5.2918
0.0661 253 4.7434
0.0663 254 4.2675
0.0666 255 5.0
0.0669 256 5.5052
0.0671 257 4.7131
0.0674 258 5.5822
0.0676 259 6.1773
0.0679 260 5.0462
0.0682 261 5.203
0.0684 262 5.0419
0.0687 263 4.5398
0.0689 264 4.9083
0.0692 265 4.6126
0.0695 266 4.4743
0.0697 267 4.7178
0.0700 268 4.6411
0.0703 269 5.0844
0.0705 270 4.3107
0.0708 271 5.1013
0.0710 272 5.3745
0.0713 273 5.4423
0.0716 274 4.4097
0.0718 275 4.0865
0.0721 276 5.1986
0.0723 277 4.0999
0.0726 278 4.8569
0.0729 279 5.095
0.0731 280 4.8226
0.0734 281 5.5526
0.0736 282 4.3226
0.0739 283 4.1742
0.0742 284 4.574
0.0744 285 4.3027
0.0747 286 4.0901
0.0750 287 4.0414
0.0752 288 3.9015
0.0755 289 4.3692
0.0757 290 4.0156
0.0760 291 4.1093
0.0763 292 4.46
0.0765 293 4.6236
0.0768 294 4.3134
0.0770 295 4.848
0.0773 296 4.5529
0.0776 297 4.7145
0.0778 298 3.9484
0.0781 299 3.4065
0.0783 300 4.5942
0.0786 301 4.4531
0.0789 302 4.7674
0.0791 303 4.1234
0.0794 304 4.4015
0.0797 305 4.6605
0.0799 306 4.6354
0.0802 307 4.0775
0.0804 308 4.2679
0.0807 309 4.6037
0.0810 310 4.632
0.0812 311 4.9566
0.0815 312 3.8158
0.0817 313 5.1736
0.0820 314 4.0357
0.0823 315 4.5642
0.0825 316 4.2265
0.0828 317 3.7535
0.0831 318 4.5597
0.0833 319 4.3365
0.0836 320 3.7948
0.0838 321 4.1565
0.0841 322 4.2218
0.0844 323 4.1318
0.0846 324 5.1079
0.0849 325 3.9505
0.0851 326 4.3631
0.0854 327 4.9966
0.0857 328 4.5687
0.0859 329 4.5235
0.0862 330 4.7132
0.0864 331 4.9516
0.0867 332 4.4001
0.0870 333 4.3795
0.0872 334 4.6596
0.0875 335 4.8789
0.0878 336 4.6773
0.0880 337 4.1573
0.0883 338 4.6368
0.0885 339 4.781
0.0888 340 3.7688
0.0891 341 4.2587
0.0893 342 3.7784
0.0896 343 4.548
0.0898 344 3.8813
0.0901 345 4.8197
0.0904 346 3.833
0.0906 347 4.6456
0.0909 348 3.6755
0.0911 349 3.9746
0.0914 350 3.4585
0.0917 351 4.1007
0.0919 352 4.7099
0.0922 353 4.8007
0.0925 354 3.7391
0.0927 355 3.7367
0.0930 356 4.1834
0.0932 357 3.0332
0.0935 358 4.3668
0.0938 359 4.1223
0.0940 360 4.7888
0.0943 361 4.6254
0.0945 362 4.1547
0.0948 363 4.4288
0.0951 364 4.5383
0.0953 365 4.2542
0.0956 366 3.5706
0.0958 367 4.7853
0.0961 368 3.2247
0.0964 369 4.2665
0.0966 370 4.3813
0.0969 371 4.6614
0.0972 372 3.8771
0.0974 373 3.9606
0.0977 374 3.9816
0.0979 375 3.3946
0.0982 376 4.8465
0.0985 377 3.2031
0.0987 378 4.1135
0.0990 379 3.4927
0.0992 380 3.8151
0.0995 381 3.1331
0.0998 382 3.9008
0.1000 383 4.8176
0.1003 384 3.9052
0.1005 385 4.3428
0.1008 386 4.05
0.1011 387 4.0624
0.1013 388 3.4573
0.1016 389 4.2024
0.1019 390 3.7163
0.1021 391 3.7696
0.1024 392 3.377
0.1026 393 3.95
0.1029 394 4.1923
0.1032 395 4.3893
0.1034 396 4.0019
0.1037 397 5.3368
0.1039 398 3.8658
0.1042 399 4.6647
0.1045 400 4.0961
0.1047 401 4.3445
0.1050 402 4.1759
0.1052 403 4.5881
0.1055 404 3.8029
0.1058 405 3.7319
0.1060 406 3.9362
0.1063 407 4.518
0.1066 408 3.7083
0.1068 409 4.5483
0.1071 410 3.9615
0.1073 411 4.6657
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0.4732 1812 3.0409
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0.4740 1815 2.6292
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0.4745 1817 3.0666
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0.4751 1819 2.5469
0.4753 1820 3.1226
0.4756 1821 2.7355
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0.4761 1823 3.4716
0.4764 1824 3.0395
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0.4771 1827 2.6647
0.4774 1828 2.551
0.4777 1829 2.1981
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0.4785 1832 2.5331
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0.4800 1838 3.0504
0.4803 1839 2.5239
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0.4811 1842 2.6978
0.4813 1843 2.2199
0.4816 1844 2.786
0.4818 1845 3.3335
0.4821 1846 2.5795
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0.4839 1853 2.9518
0.4842 1854 3.1838
0.4845 1855 1.781
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0.4852 1858 2.7343
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0.4892 1873 3.3985
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0.4897 1875 2.8835
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0.4905 1878 2.9259
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0.4915 1882 2.825
0.4918 1883 1.9875
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0.4926 1886 2.3432
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0.4933 1889 3.1448
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0.4952 1896 2.8109
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0.4960 1899 2.8213
0.4962 1900 2.2858
0.4965 1901 2.7237
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0.4970 1903 2.3952
0.4973 1904 2.6182
0.4975 1905 1.9245
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0.4991 1911 2.4727
0.4993 1912 3.1277
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0.5001 1915 3.0622
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0.5007 1917 2.5198
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0.5022 1923 2.659
0.5025 1924 3.0894
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0.5030 1926 2.7664
0.5033 1927 2.4156
0.5035 1928 3.282
0.5038 1929 2.6484
0.5040 1930 2.6572
0.5043 1931 3.1995
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0.5067 1940 2.8797
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0.5072 1942 2.5435
0.5074 1943 3.0024
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0.5080 1945 2.4914
0.5082 1946 2.9176
0.5085 1947 2.6698
0.5087 1948 2.922
0.5090 1949 2.5046
0.5093 1950 2.2803
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0.5106 1955 2.6338
0.5108 1956 2.4485
0.5111 1957 2.9836
0.5114 1958 2.2778
0.5116 1959 3.0197
0.5119 1960 2.7653
0.5121 1961 2.6711
0.5124 1962 2.755
0.5127 1963 2.609
0.5129 1964 3.2726
0.5132 1965 2.5644
0.5134 1966 2.287
0.5137 1967 3.1184
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0.5142 1969 2.4376
0.5145 1970 2.3999
0.5148 1971 2.2375
0.5150 1972 2.6144
0.5153 1973 2.3101
0.5155 1974 3.198
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0.5161 1976 2.4683
0.5163 1977 2.0842
0.5166 1978 2.9057
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0.5187 1986 3.0395
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0.5202 1992 2.5331
0.5205 1993 2.521
0.5208 1994 2.1203
0.5210 1995 2.7076
0.5213 1996 2.8925
0.5215 1997 2.613
0.5218 1998 2.2436
0.5221 1999 2.9589
0.5223 2000 2.9224
0.5226 2001 2.3779
0.5229 2002 2.9907
0.5231 2003 3.0021
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0.5236 2005 2.5926
0.5239 2006 2.4345
0.5242 2007 2.6594
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0.5247 2009 4.5564
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0.5255 2012 2.8618
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0.5260 2014 2.7706
0.5262 2015 2.6907
0.5265 2016 2.1866
0.5268 2017 3.1914
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0.9901 3791 2.7979
0.9903 3792 2.3959
0.9906 3793 2.0137
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0.9911 3795 2.813
0.9914 3796 3.2381
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0.9919 3798 2.6493
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0.9932 3803 1.8685
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0.9937 3805 2.111
0.9940 3806 1.9899
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0.9948 3809 2.4382
0.9950 3810 2.3741
0.9953 3811 2.7029
0.9956 3812 2.6008
0.9958 3813 2.474
0.9961 3814 2.7202
0.9963 3815 2.3346
0.9966 3816 2.1975
0.9969 3817 2.6911
0.9971 3818 2.8006
0.9974 3819 2.4615
0.9976 3820 2.4044
0.9979 3821 2.5722
0.9982 3822 2.6407
0.9984 3823 1.9865
0.9987 3824 2.2335
0.9990 3825 2.9619
0.9992 3826 2.9093
0.9995 3827 2.9496
0.9997 3828 2.3623
1.0 3829 2.5435

Framework Versions

  • Python: 3.11.14
  • Sentence Transformers: 5.1.1
  • PyLate: 1.3.4
  • Transformers: 4.56.2
  • PyTorch: 2.8.0+cu128
  • Accelerate: 1.12.0
  • Datasets: 4.5.0
  • Tokenizers: 0.22.2

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"
}

PyLate

@misc{PyLate,
title={PyLate: Flexible Training and Retrieval for Late Interaction Models},
author={Chaffin, Antoine and Sourty, Raphaël},
url={https://github.com/lightonai/pylate},
year={2024}
}

CachedContrastive

@misc{gao2021scaling,
    title={Scaling Deep Contrastive Learning Batch Size under Memory Limited Setup},
    author={Luyu Gao and Yunyi Zhang and Jiawei Han and Jamie Callan},
    year={2021},
    eprint={2101.06983},
    archivePrefix={arXiv},
    primaryClass={cs.LG}
}
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Papers for qcz/gte-modernbert-base-InstructColBERT