End of training

README.md

@@ -4,52 +4,62 @@ tags:
 - sentence-similarity
 - feature-extraction
 - generated_from_trainer
-- dataset_size:29115
+- dataset_size:32351
 - loss:TripletLoss
 base_model: sentence-transformers/all-mpnet-base-v2
 widget:
-- source_sentence: China doesn't employ enough African executives or workers to spread
-    know-how
+- source_sentence: Genetic conditions that cause nutritional deficiencies can prevent
+    a person from removing meat from their diet.
   sentences:
-  - Africans will have better knowledge of infrastructure when they have it in their
-    backyards, even if they aren't the ones who work on it.
-  - The best way of learning is to be taught. African companies need to be involved
-    a lot more into the process of developing infrastructure.
-  - Just 36 percent say they would vote to reelect the president in 2020, compared
-    with 44 percent who would pick the Democrat.
-- source_sentence: If determinism is true, then the our understanding that determinism
-    is true is based on chance conditions of physics and chemistry, not reason and
-    logic. If determinism is false, the conclusion is obviously incorrect.
+  - Ante un estado que no quiere hablar del tema, para Cataluña, solo es posible seguir
+    su propio camino por otras vías.
+  - Retinol deficiency is a genetically pre-disposed condition that prevents conversion
+    beta-carotene to Vitamin A \(retinol\) in humans. Since plants have no retinol
+    \(only beta-carotene\), humans with this condition cannot have a vegan diet, only
+    one with animal products.
+  - People with hemochromatosis \(a genetic condition\) can benefit greatly from a
+    vegan diet, due to the lower absorbing non-heme iron in plants \(compared to heme
+    iron in meat\).
+- source_sentence: 'The definition of veganism is: "A way of living which seeks to
+    exclude, as far as is possible and practicable, all forms of exploitation of,
+    and cruelty to, animals for food, clothing or any other purpose." In the \(unlikely\)
+    case of survival or health concerns, the "as far as possible and practicable"
+    clause makes it possible for such persons to be considered vegan as they would
+    have no alternative options.'
   sentences:
-  - Predetermination does not invalidate the proven effectiveness of logic. In fact
-    causal determinism demands it. Thus determinism does not invalidate our conclusions.
-  - Some children are not ready to follow strict schedules at such a young age.
-  - Without free will, the scientist cannot choose what conclusions to draw from these
-    observations, but must conclude what she is determined to conclude. Therefore
-    such conclusions cannot be trusted.
-- source_sentence: Reason alone cannot determine if God exists, so if one chooses
-    to believe in God, one does so knowing that there is a chance it is not true;
-    everyone who believes in God surely accepts this.
+  - Veganism is not solely about diet. A person can still choose to live in accordance
+    with vegan values, such as by avoiding animal circuses and leather/fur products.
+  - It's easier to regulate established companies in a legal market than it is in
+    the black market. Any issue would be with bad regulations not legalization.
+  - That definition is too vague. There are different definitions of veganism, many
+    of which are not compatible with using animals in any circumstances. In a way
+    we are all vegan depending on how easy you believe it is to reach all the necessary
+    nutrition in your city harming as few animals as possible.
+- source_sentence: Adding coding to the school curriculum means that something else
+    must be left out.
   sentences:
-  - It is immoral to support immoral deities.
-  - Countries would reap socio-economic benefit from the legalisation of drugs.
-  - Believing that there's an all-Knowing and all-Seeing being makes it likelier for
-    human beings to adhere to a moral code which is beneficial for the planet.
-- source_sentence: The Book of Mormon contains false prophecies.
+  - Coding skills are much needed in today's job market.
+  - Cataluña saldría de la UE con efectos económicos desastrosos.
+  - Teaching coding effectively is impossible unless teachers are trained appropriately
+    first.
+- source_sentence: Animals have innate, individual rights, which are taken away when
+    they are killed or made to suffer.
   sentences:
-  - The Book of Mormon falsely prophecies that those who seek to destroy Joseph Smith
-    "shall be confounded." \(2 Nephi 3:14\)
-  - Prophecies are vague and metaphorical. Therefore, claiming they are false does
-    not create a strong argument against authenticity.
-  - The hormonal and psychological shifts that occur during pregnancy put some women
-    at an increased risk for mental illnesses, such as anxiety and depression.
-- source_sentence: The emergence of brands re-establishes a hierarchy within the equalized
-    consumer society.
+  - Animals have a desire to live.
+  - Uno de los ejemplos más claros es la falta de inversión reiterada al Corredor
+    Mediterráneo  \(Algeciras-Valencia-Barcelona-Francia\), prioritario para la UE
+    y Catalunya, pero relegado a algo residual por el estado Español.
+  - A vegan society would equate humans rights with animal rights, which would make
+    society worse off overall.
+- source_sentence: The sorts of people likely to lash out against affirmative action
+    policies probably already hold negative views towards racial minorities.
   sentences:
-  - Not everyone can buy very expensive brands and thus need to remain behind in their
-    conspicuous consumption.
-  - Conspicuous consumption has existed before the advent of a consumer society.
-  - Income inequality is extremely high in America.
+  - The Far Right movement sees the inequality affirmative action addresses not as
+    a problem to be solved, but as an outcome to be desired.
+  - There are plenty of people who hold a positive view towards racial minorities
+    and still oppose affirmative action.
+  - Research has shown that college degrees have less economic utility for people
+    from low socio-economic backgrounds.
 pipeline_tag: sentence-similarity
 library_name: sentence-transformers
 ---
@@ -104,9 +114,9 @@ from sentence_transformers import SentenceTransformer
 model = SentenceTransformer("sentence_transformers_model_id")
 # Run inference
 sentences = [
-    'The emergence of brands re-establishes a hierarchy within the equalized consumer society.',
-    'Not everyone can buy very expensive brands and thus need to remain behind in their conspicuous consumption.',
-    'Conspicuous consumption has existed before the advent of a consumer society.',
+    'The sorts of people likely to lash out against affirmative action policies probably already hold negative views towards racial minorities.',
+    'The Far Right movement sees the inequality affirmative action addresses not as a problem to be solved, but as an outcome to be desired.',
+    'There are plenty of people who hold a positive view towards racial minorities and still oppose affirmative action.',
 ]
 embeddings = model.encode(sentences)
 print(embeddings.shape)
@@ -160,24 +170,24 @@ You can finetune this model on your own dataset.
 
 #### Unnamed Dataset
 
-* Size: 29,115 training samples
+* Size: 32,351 training samples
 * Columns: <code>anchor</code>, <code>positive</code>, and <code>negative</code>
 * Approximate statistics based on the first 1000 samples:
-  |         | anchor                                                                            | positive                                                                           | negative                                                                           |
-  |:--------|:----------------------------------------------------------------------------------|:-----------------------------------------------------------------------------------|:-----------------------------------------------------------------------------------|
-  | type    | string                                                                            | string                                                                             | string                                                                             |
-  | details | <ul><li>min: 4 tokens</li><li>mean: 26.7 tokens</li><li>max: 186 tokens</li></ul> | <ul><li>min: 8 tokens</li><li>mean: 34.75 tokens</li><li>max: 176 tokens</li></ul> | <ul><li>min: 6 tokens</li><li>mean: 34.92 tokens</li><li>max: 169 tokens</li></ul> |
+  |         | anchor                                                                             | positive                                                                          | negative                                                                           |
+  |:--------|:-----------------------------------------------------------------------------------|:----------------------------------------------------------------------------------|:-----------------------------------------------------------------------------------|
+  | type    | string                                                                             | string                                                                            | string                                                                             |
+  | details | <ul><li>min: 6 tokens</li><li>mean: 30.94 tokens</li><li>max: 160 tokens</li></ul> | <ul><li>min: 6 tokens</li><li>mean: 40.8 tokens</li><li>max: 180 tokens</li></ul> | <ul><li>min: 6 tokens</li><li>mean: 44.95 tokens</li><li>max: 162 tokens</li></ul> |
 * Samples:
-  | anchor                                                                                                                                                                       | positive                                                                                                                                                                                                                           | negative                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                       |
-  |:-----------------------------------------------------------------------------------------------------------------------------------------------------------------------------|:-----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|:-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
-  | <code>There are irrevocable consequences to execution, such as wrongful conviction.</code>                                                                                   | <code>Capital punishment ignores the plausibility that eventually exonerating evidence may come to light. It therefore undermines justice by exacting a punishment that cannot be undone and/or satisfactorily compensated.</code> | <code>Society is willing to accept some limited individual injustices where the system fails in order to protect the overall functioning of justice for most people. As the saying goes: "perfection is the enemy of the good." There are many cases where society accepts some risk of individual deaths in order to protect the public good, such as in the medical system where the risk of accidental death is tolerated, or in traffic safety systems or air travel which tolerate some level of lethal risk, etc.</code> |
-  | <code>Painful executions would be easier and cheaper.</code>                                                                                                                 | <code>Executions should be administered as effectively as possible, independent of the form they take. If that involves pain, where pain isn't the end goal of the act of punishment, that doesn't seem to be unacceptable.</code> | <code>There is no cost not worthy of taking care for the well-being of citizens, depraved or not, even with respect for capital punishment as a government should be responsible for the well-being of all its citizens.</code>                                                                                                                                                                                                                                                                                                |
-  | <code>Governments are not able to control population growth anyway. Nature instead will take care of it automatically once the carrying capacity of Earth is reached.</code> | <code>It is unrealistic for the government to be expected to consistently provide social goods of high quality in an equitable manner if the population is growing too quickly or shrinking too quickly.</code>                    | <code>But at what cost? As we approach the "natural carrying capacity" of our planet, we threaten the existence of many animal species.</code>                                                                                                                                                                                                                                                                                                                                                                                 |
+  | anchor                                                                                              | positive                                                                                                                 | negative                                                                                                                                                                                                        |
+  |:----------------------------------------------------------------------------------------------------|:-------------------------------------------------------------------------------------------------------------------------|:----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
+  | <code>La soberanía y la decisión sobre la unidad de España residen en el conjunto de España.</code> | <code>Apostar por un proceso de secesión es ir en contra de la globalización, la corriente histórica que vivimos.</code> | <code>Los tratados internacionales \(incluido el Tratado de La Unión Europea\) no serían aplicables a Cataluña como estado independiente, por lo que su permanencia en Europa podría verse interrumpida.</code> |
+  | <code>La soberanía y la decisión sobre la unidad de España residen en el conjunto de España.</code> | <code>Para sentar un precedente en conflictos de autodeterminación en el mundo.</code>                                   | <code>La independencia de Cataluña afectaría negativamente a la economía de España.</code>                                                                                                                      |
+  | <code>La soberanía y la decisión sobre la unidad de España residen en el conjunto de España.</code> | <code>Para terminar con el trato injusto que recibe Cataluña al ser parte de España.</code>                              | <code>Por definición, cualquier nacionalismo es malo ya que crea divisiones artificiales y es fuente de conflictos.</code>                                                                                      |
 * Loss: [<code>TripletLoss</code>](https://sbert.net/docs/package_reference/sentence_transformer/losses.html#tripletloss) with these parameters:
   ```json
   {
       "distance_metric": "TripletDistanceMetric.COSINE",
-      "triplet_margin": 0.5
+      "triplet_margin": 0.3
   }
   ```
 
@@ -305,29 +315,13 @@ You can finetune this model on your own dataset.
 </details>
 
 ### Training Logs
-| Epoch  | Step  | Training Loss |
-|:------:|:-----:|:-------------:|
-| 0.1374 | 500   | 0.35          |
-| 0.2747 | 1000  | 0.3519        |
-| 0.4121 | 1500  | 0.3335        |
-| 0.5495 | 2000  | 0.3282        |
-| 0.6868 | 2500  | 0.3208        |
-| 0.8242 | 3000  | 0.3168        |
-| 0.9615 | 3500  | 0.3003        |
-| 1.0989 | 4000  | 0.263         |
-| 1.2363 | 4500  | 0.2516        |
-| 1.3736 | 5000  | 0.2326        |
-| 1.5110 | 5500  | 0.2405        |
-| 1.6484 | 6000  | 0.2339        |
-| 1.7857 | 6500  | 0.2316        |
-| 1.9231 | 7000  | 0.2302        |
-| 2.0604 | 7500  | 0.1848        |
-| 2.1978 | 8000  | 0.149         |
-| 2.3352 | 8500  | 0.1573        |
-| 2.4725 | 9000  | 0.1528        |
-| 2.6099 | 9500  | 0.1617        |
-| 2.7473 | 10000 | 0.1466        |
-| 2.8846 | 10500 | 0.1459        |
+| Epoch  | Step | Training Loss |
+|:------:|:----:|:-------------:|
+| 0.1236 | 500  | 0.2178        |
+| 0.2473 | 1000 | 0.1997        |
+| 0.3709 | 1500 | 0.1829        |
+| 0.4946 | 2000 | 0.1716        |
+| 0.6182 | 2500 | 0.1586        |
 
 
 ### Framework Versions
@@ -336,7 +330,7 @@ You can finetune this model on your own dataset.
 - Transformers: 4.48.3
 - PyTorch: 2.5.1+cu124
 - Accelerate: 1.3.0
-- Datasets: 3.3.1
+- Datasets: 3.3.2
 - Tokenizers: 0.21.0
 
 ## Citation

model.safetensors

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runs/Feb20_20-41-49_11b1a2b4f9ae/events.out.tfevents.1740084114.11b1a2b4f9ae.1333.0

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+size 5430

training_args.bin

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