gte-modernbert-base-InstructColBERT

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 Type: PyLate model
• Base model: Alibaba-NLP/gte-modernbert-base <!-- at revision e7f32e3c00f91d699e8c43b53106206bcc72bb22 -->
• Document Length: 1024 tokens
• Query Length: 512 tokens
• Output Dimensionality: 128 tokens
• Similarity Function: MaxSim
• Training Dataset:
  • msmarco-w-instructions

<!-- - **Language:** Unknown --> <!-- - **License:** Unknown -->

Model Sources

• Documentation: PyLate Documentation
• Repository: PyLate on GitHub
• Hugging Face: PyLate models on Hugging Face

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,
)

<!-- ### Direct Usage (Transformers) <details><summary>Click to see the direct usage in Transformers</summary> </details> --> <!-- ### Downstream Usage (Sentence Transformers) You can finetune this model on your own dataset. <details><summary>Click to expand</summary> </details> --> <!-- ### Out-of-Scope Use *List how the model may foreseeably be misused and address what users ought not to do with the model.* --> <!-- ## Bias, Risks and Limitations *What are the known or foreseeable issues stemming from this model? You could also flag here known failure cases or weaknesses of the model.* --> <!-- ### Recommendations *What are recommendations with respect to the foreseeable issues? For example, filtering explicit content.* -->

Training Details

Training Dataset

msmarco-w-instructions

• Dataset: msmarco-w-instructions at 1006ea7
• Size: 980,250 training samples
• Columns: <code>query</code>, <code>positive</code>, <code>negative_1</code>, <code>negative_2</code>, <code>negative_3</code>, <code>negative_4</code>, <code>negative_5</code>, <code>negative_6</code>, <code>negative_7</code>, <code>negative_8</code>, <code>negative_9</code>, <code>negative_10</code>, <code>negative_11</code>, <code>negative_12</code>, <code>negative_13</code>, <code>negative_14</code>, <code>negative_15</code>, <code>negative_16</code>, <code>negative_17</code>, <code>negative_18</code>, <code>negative_19</code>, <code>negative_20</code>, <code>negative_21</code>, <code>negative_22</code>, <code>negative_23</code>, <code>negative_24</code>, <code>negative_25</code>, <code>negative_26</code>, <code>negative_27</code>, <code>negative_28</code>, <code>negative_29</code>, and <code>negative_30</code>
• 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	<ul><li>min: 5 tokens</li><li>mean: 67.79 tokens</li><li>max: 328 tokens</li></ul>	<ul><li>min: 31 tokens</li><li>mean: 92.53 tokens</li><li>max: 232 tokens</li></ul>	<ul><li>min: 34 tokens</li><li>mean: 79.7 tokens</li><li>max: 256 tokens</li></ul>	<ul><li>min: 20 tokens</li><li>mean: 78.22 tokens</li><li>max: 205 tokens</li></ul>	<ul><li>min: 16 tokens</li><li>mean: 84.03 tokens</li><li>max: 223 tokens</li></ul>	<ul><li>min: 20 tokens</li><li>mean: 86.12 tokens</li><li>max: 256 tokens</li></ul>	<ul><li>min: 20 tokens</li><li>mean: 85.81 tokens</li><li>max: 223 tokens</li></ul>	<ul><li>min: 16 tokens</li><li>mean: 86.63 tokens</li><li>max: 271 tokens</li></ul>	<ul><li>min: 28 tokens</li><li>mean: 84.02 tokens</li><li>max: 227 tokens</li></ul>	<ul><li>min: 20 tokens</li><li>mean: 87.18 tokens</li><li>max: 271 tokens</li></ul>	<ul><li>min: 22 tokens</li><li>mean: 85.9 tokens</li><li>max: 255 tokens</li></ul>	<ul><li>min: 17 tokens</li><li>mean: 86.6 tokens</li><li>max: 244 tokens</li></ul>	<ul><li>min: 22 tokens</li><li>mean: 87.1 tokens</li><li>max: 247 tokens</li></ul>	<ul><li>min: 26 tokens</li><li>mean: 88.25 tokens</li><li>max: 210 tokens</li></ul>	<ul><li>min: 17 tokens</li><li>mean: 87.54 tokens</li><li>max: 244 tokens</li></ul>	<ul><li>min: 25 tokens</li><li>mean: 85.85 tokens</li><li>max: 254 tokens</li></ul>	<ul><li>min: 26 tokens</li><li>mean: 88.0 tokens</li><li>max: 241 tokens</li></ul>	<ul><li>min: 26 tokens</li><li>mean: 87.97 tokens</li><li>max: 254 tokens</li></ul>	<ul><li>min: 27 tokens</li><li>mean: 86.32 tokens</li><li>max: 252 tokens</li></ul>	<ul><li>min: 19 tokens</li><li>mean: 87.77 tokens</li><li>max: 240 tokens</li></ul>	<ul><li>min: 27 tokens</li><li>mean: 88.07 tokens</li><li>max: 252 tokens</li></ul>	<ul><li>min: 25 tokens</li><li>mean: 86.63 tokens</li><li>max: 227 tokens</li></ul>	<ul><li>min: 19 tokens</li><li>mean: 87.46 tokens</li><li>max: 240 tokens</li></ul>	<ul><li>min: 20 tokens</li><li>mean: 87.85 tokens</li><li>max: 236 tokens</li></ul>	<ul><li>min: 20 tokens</li><li>mean: 86.87 tokens</li><li>max: 228 tokens</li></ul>	<ul><li>min: 21 tokens</li><li>mean: 87.38 tokens</li><li>max: 512 tokens</li></ul>	<ul><li>min: 22 tokens</li><li>mean: 86.78 tokens</li><li>max: 512 tokens</li></ul>	<ul><li>min: 24 tokens</li><li>mean: 87.13 tokens</li><li>max: 221 tokens</li></ul>	<ul><li>min: 25 tokens</li><li>mean: 88.45 tokens</li><li>max: 512 tokens</li></ul>	<ul><li>min: 24 tokens</li><li>mean: 86.37 tokens</li><li>max: 265 tokens</li></ul>	<ul><li>min: 19 tokens</li><li>mean: 88.7 tokens</li><li>max: 243 tokens</li></ul>	<ul><li>min: 21 tokens</li><li>mean: 88.49 tokens</li><li>max: 252 tokens</li></ul>

• 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
  <code>how long can you collect unemployment in california</code>	<code>You can get your California EDD Unemployment Benefits Renewed and Extended You can get your California EDD Unemployment Benefits Renewed and Extended. Unemployment benefits in California typically last only 26 weeks after you have been laid off. Most people are so shaken up from their layoff experience, they are not made aware of this till the 26th week of their unemployment benefit period.</code>	<code>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.</code>	<code>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.</code>	<code>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.</code>	<code>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.</code>	<code>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.</code>	<code>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.</code>	<code>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.</code>	<code>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.</code>	<code>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.</code>	<code>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.</code>	<code>- 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.</code>	<code>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.</code>	<code>- 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.</code>	<code>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.</code>	<code>- 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.</code>	<code>- 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.</code>	<code>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.</code>	<code>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.</code>	<code>- 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).</code>	<code>- 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.</code>	<code>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.</code>	<code>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.</code>	<code>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.</code>	<code>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.</code>	<code>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.</code>	<code>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.</code>	<code>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.</code>	<code>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.</code>	<code>How Long Do Your Unemployment Benefits Last? Massachusetts calculates an unemployment fund for you based on your full unemployment benefit x 30 weeks. Therefore, if your weekly benefit is $300, your unemployment fund is $9,000. If you claim full unemployment every week, you will exhaust your fund in 30 weeks.</code>	<code>- Welcome to the Colorado Internet Unemployment Claims Benefit ESTIMATOR This site allows you to get an estimate of how much your Colorado Unemployment Insurance Benefits will be before you file a new unemployment insurance claim.</code>
  <code>how long can you collect unemployment in california? Unemployment benefits are a vital part of many countries' social safety nets, providing financial assistance to individuals who have lost their jobs. In the United States, each state has its own unemployment insurance program, with varying eligibility requirements and benefit amounts. When searching for information on unemployment benefits, it's essential to consider the specific state and program in question. A relevant document should provide information on the duration of unemployment benefits in a specific state, including any extensions or special programs that may be available. The document should also be written in a clear and concise manner, with a focus on providing practical information to individuals seeking unemployment benefits. A document that simply lists phone numbers or provides general information on unemployment benefits without specific state-level details is not relevant.</code>	<code>duration of unemployment benefits in california In California, individuals can collect unemployment benefits for up to 26 weeks under the regular state program. During periods of high unemployment, additional federal programs may extend this duration. For example, the Pandemic Emergency Unemployment Compensation (PEUC) program provided extensions during the COVID-19 pandemic. It's important to stay informed about any changes or extensions to these programs by regularly checking the California Employment Development Department (EDD) website.</code>	<code>Understanding Unemployment Benefits Unemployment benefits are designed to provide temporary financial assistance to workers who have lost their jobs through no fault of their own. These benefits help individuals cover essential expenses while they search for new employment. Each state in the U.S. administers its own unemployment insurance program, which includes specific eligibility requirements and benefit amounts. It's important to check with your state's unemployment office for detailed information.</code>	<code>Contacting Unemployment Offices If you need assistance with unemployment benefits, you can contact your state's unemployment office. They can provide information on how to apply, eligibility requirements, and benefit amounts. For California, you can reach the Employment Development Department (EDD) at 1-800-300-5616. It's crucial to have all necessary documents ready when you call to expedite the process.</code>	<code>Global Unemployment Benefits Unemployment benefits vary widely across different countries. In some nations, these benefits are more generous and last longer, while in others, they are more limited. For example, in some European countries, unemployment benefits can last up to two years, whereas in other regions, the duration may be much shorter. Understanding the specific policies of each country is essential for those who are unemployed and seeking assistance.</code>	<code>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.</code>	<code>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.</code>	<code>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.</code>	<code>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.</code>	<code>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.</code>	<code>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.</code>	<code>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.</code>	<code>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.</code>	<code>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.</code>	<code>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.</code>	<code>- 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.</code>	<code>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.</code>	<code>- 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.</code>	<code>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.</code>	<code>- 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.</code>	<code>- 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.</code>	<code>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.</code>	<code>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.</code>	<code>- 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).</code>	<code>- 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.</code>	<code>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.</code>	<code>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.</code>	<code>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.</code>	<code>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.</code>	<code>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.</code>	<code>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.</code>	<code>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.</code>
  <code>who wrote at calvary</code>	<code>Authorship of the hymn 'at calvary' 'At Calvary' is a well-known hymn written by William R. Newell. The hymn reflects on the transformative power of Jesus Christ's sacrifice at Calvary. Newell's lyrics emphasize the themes of redemption and grace, making it a beloved song in many Christian congregations.</code>	<code>- The hymn ap­peared in the At­lant­ic Month­ly in 1862. It was sung at the fun­er­als of Brit­ish states­man Win­ston Church­ill, Amer­i­can sen­at­or Ro­bert Ken­ne­dy, and Am­er­i­can pre­si­dents Ron­ald Rea­gan and Ri­chard Nix­on.</code>	<code>John Donne The lines of these sermons and devotional works would come to influence future works of English literature, such as Ernest Hemingway's For Whom the Bell Tolls, which took its title from a passage in Meditation XVII of Devotions upon Emergent Occasions, and Thomas Merton's No Man is an Island, which took its title from the same source.</code>	<code>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.</code>	<code>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.</code>	<code>- 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.</code>	<code>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.</code>	<code>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.</code>	<code>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.</code>	<code>- 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</code>	<code>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.</code>	<code>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).</code>	<code>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.</code>	<code>- 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.</code>	<code>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!.</code>	<code>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.</code>	<code>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.</code>	<code>- 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.</code>	<code>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”.</code>	<code>- 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.</code>	<code>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.</code>	<code>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.</code>	<code>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.</code>	<code>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.</code>	<code>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.</code>	<code>- 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.</code>	<code>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.</code>	<code>- Product Information Down At The Cross composed by John H. Stockton - Digital Sheet Music (Glory to His Name)</code>	<code>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.</code>	<code>How to Restore iPhone Without iTunes Other than restoring iPhone from iTunes or iCloud backup, there are still at least 3 other solutions for you to get your photos back, see the tutorial: how to recover deleted photos from iPhone. Actually, it's easy get your deleted photos on your iPhone back if you have iTunes or iCloud backup of your iPhone.hardwayreddington wrote: Janston wrote: Actually, you don’t need to back up your iPhone 5 directly, every time you sync with iTunes, iTunes will create a backup of your iPhone.ctually, it's easy get your deleted photos on your iPhone back if you have iTunes or iCloud backup of your iPhone. hardwayreddington wrote: Janston wrote: Actually, you don’t need to back up your iPhone 5 directly, every time you sync with iTunes, iTunes will create a backup of your iPhone.</code>	<code>- Truman Capote wrote numerous things. His works ranged from fiction to non-fiction, and he even wrote some films. He wrote about 33 plays, shows, comics, novels and more in the … 59 years that he lived for.</code>

• Loss: <code>pylate.losses.cached_contrastive.CachedContrastive</code>

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

<details><summary>Click to expand</summary>

• 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

The model card is truncated. Read the rest on Hugging Face.