hmm404/triplet_728

README.md

@@ -4,60 +4,52 @@ tags:
 - sentence-similarity
 - feature-extraction
 - generated_from_trainer
-- dataset_size:25880
+- dataset_size:29115
 - loss:TripletLoss
 base_model: sentence-transformers/all-mpnet-base-v2
 widget:
-- source_sentence: Die Verabschiedung des NetzDG hat wichtige Symbolkraft.
+- source_sentence: China doesn't employ enough African executives or workers to spread
+    know-how
   sentences:
-  - Der Symbolwert von Gesetzen sollte nicht maßgeblich für ihre Erstellung, Umsetzung
-    und Bewertung sein. Gesetzte sollten einen praktischen Mehrwert haben.
-  - Politicians should not take limited job opportunities that would have otherwise
-    been available to other people in need of work.
-  - Symbole wirken als Kommunikationsmittel \(Dirk Hülst, S. 207\); das NetzDG beinhaltet
-    zentrale Botschaften.
-- source_sentence: Capital punishment protects public safety by ensuring that convicted
-    criminals do not ever offend again.
+  - 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.
   sentences:
-  - That is a statement of fact, but is not an argument for why capital punishment
-    is just. Technically, capital punishment can also be used to against people who
-    drive over the speed limit, but we understand that there are more humane methods
-    of punishment.
-  - Society has an absolute right to protect itself with the execution of killers
-    who have committed premeditated murder and so are apt to kill again.  In such
-    instances of premeditated murder, since the penalty suits the crime, society should
-    not be obligated to incur the extraordinary expense as well as the hazard of a
-    life sentence in lieu of the death penalty.  Such obligations -- the extraordinary
-    cost and hazard -- in effect penalize society rather than the murderer who committed
-    the crime.
-  - 2 Nephi 3:6-22 in the Book of Mormon describes Joseph Smith as a "choice seer."
-- source_sentence: Daenerys has proven that she is incapable of ruling even a single
-    city.
+  - 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.
   sentences:
-  - She now has Tyrion Lannister to do that for her, she only has to provide the looks.
-  - Hemp is known for having effective bioremediation/phyto-remediation qualities,
-    meaning it can be used to cleanse the soil.
-  - Daenerys takes the moral high ground to a fault. Her tendency to choose what is
-    "right" over what is a better strategy could be her undoing.
-- source_sentence: Consumers within public health systems should be empowered to make
-    their own choices about their treatment.
+  - 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.
   sentences:
-  - People have a right to choose what kind of treatment they want regarding something
-    as important as their own health.
-  - The money available to public health systems is limited. One patient's decisions
-    to use homeopathy limits another's access to a more effective treatment.
-  - Wizard healing can cure any "normal" illness \(any illness Muggles might contract\).
-- source_sentence: 'Nobody should have to take the responsibility for another couple''s
-    bad decisions: to put a child up for adoption is selfish because you are deciding
-    to have a better life for yourself rather than raise a kid.'
+  - 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.
   sentences:
-  - It is not selfish to have children as long as you love them and care for them.
-    Putting a child up for adoption is selfish \(depending on the reason\) because
-    the child is always going to wonder why they were left.
-  - In order to go from "is" to "ought," one must introduce something from outside
-    the realm of the "is."
-  - Putting a child up for adoption can be considered a selfless act if you do it
-    because someone else can give the child a better life than you can.
+  - 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.
 pipeline_tag: sentence-similarity
 library_name: sentence-transformers
 ---
@@ -112,9 +104,9 @@ from sentence_transformers import SentenceTransformer
 model = SentenceTransformer("sentence_transformers_model_id")
 # Run inference
 sentences = [
-    "Nobody should have to take the responsibility for another couple's bad decisions: to put a child up for adoption is selfish because you are deciding to have a better life for yourself rather than raise a kid.",
-    'It is not selfish to have children as long as you love them and care for them. Putting a child up for adoption is selfish \\(depending on the reason\\) because the child is always going to wonder why they were left.',
-    'Putting a child up for adoption can be considered a selfless act if you do it because someone else can give the child a better life than you can.',
+    '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.',
 ]
 embeddings = model.encode(sentences)
 print(embeddings.shape)
@@ -168,24 +160,24 @@ You can finetune this model on your own dataset.
 
 #### Unnamed Dataset
 
-* Size: 25,880 training samples
+* Size: 29,115 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: 3 tokens</li><li>mean: 27.9 tokens</li><li>max: 186 tokens</li></ul> | <ul><li>min: 7 tokens</li><li>mean: 34.46 tokens</li><li>max: 140 tokens</li></ul> | <ul><li>min: 8 tokens</li><li>mean: 35.42 tokens</li><li>max: 185 tokens</li></ul> |
+  | 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> |
 * Samples:
-  | anchor                                                                                                                                                                                                                                           | positive                                                                                                                                                                                                                                                                  | negative                                                                                                                                                                                                                                                                                                                                                                                       |
-  |:-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|:--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|:-----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
-  | <code>Security services such as the USA's NSA, or UK's GCHQ require secrecy about what actions they are taking.  Open sourcing all code would reveal those actions.</code>                                                                       | <code>Writing implants/malware would not be possible in open source.</code>                                                                                                                                                                                               | <code>This could be a good thing if you side with whistleblowers \(eg Snowden/Wikileaks\), as it would have revealed the governments actions sooner.</code>                                                                                                                                                                                                                                    |
-  | <code>Monarchs are still extremely vulnerable to the effects of public opinion, meaning that the use of their power is implicitly determined by the will of the people.</code>                                                                   | <code>In Liechtenstein, according to the Constitution, the Prince is subject to a popular vote of no confidence \(Art. 13ter\). Furthermore, the Constitution itself provides a procedure to abolish the monarchy upon popular request \(Art. 113\).</code>               | <code>Being subject to the pressure of public opinion is very different from representing the will of the people.</code>                                                                                                                                                                                                                                                                       |
-  | <code>The Church of Jesus Christ of Latter-day Saints \(The "Mormon" Church\) teaches that free will, or "Agency," is essential the God's plan of Happiness for mankind and our freedom to choose is one of mankind's greatest blessings.</code> | <code>The Church of Jesus Christ of Latter-day Saints also teaches that one of Satan's greatest sins was that he ["sought to destroy the agency \[i.e. free will\] of man, which I, the Lord God, had given him."](https://www.lds.org/scriptures/pgp/moses/4.3-4)</code> | <code>There's no logic or rational thinking into your claim other than implicit authority. It'd be the same as claiming that Harry Potter teaches us that free will or "Agency" is an illusion on page 137. If you don't take Harry Potter as an authority this claim means nothing to you. That's why we have science and logic to support any explanation without implicit authority.</code> |
+  | 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>                                                                                                                                                                                                                                                                                                                                                                                 |
 * 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": 0.3
+      "triplet_margin": 0.5
   }
   ```
 
@@ -313,27 +305,29 @@ You can finetune this model on your own dataset.
 </details>
 
 ### Training Logs
-| Epoch  | Step | Training Loss |
-|:------:|:----:|:-------------:|
-| 0.1546 | 500  | 0.2287        |
-| 0.3091 | 1000 | 0.2057        |
-| 0.4637 | 1500 | 0.1884        |
-| 0.6182 | 2000 | 0.1873        |
-| 0.7728 | 2500 | 0.2153        |
-| 0.9274 | 3000 | 0.2972        |
-| 1.0819 | 3500 | 0.2991        |
-| 1.2365 | 4000 | 0.2994        |
-| 1.3910 | 4500 | 0.3           |
-| 1.5456 | 5000 | 0.3           |
-| 1.7002 | 5500 | 0.3           |
-| 1.8547 | 6000 | 0.3001        |
-| 2.0093 | 6500 | 0.3           |
-| 2.1638 | 7000 | 0.3001        |
-| 2.3184 | 7500 | 0.3           |
-| 2.4730 | 8000 | 0.3           |
-| 2.6275 | 8500 | 0.3001        |
-| 2.7821 | 9000 | 0.3           |
-| 2.9366 | 9500 | 0.3001        |
+| 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        |
 
 
 ### Framework Versions

model.safetensors

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
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+oid sha256:b97f610cb1366754f40fbb3b2073107185e4061978007e89db2716895aee860e
 size 437967672

runs/Feb18_13-54-25_dacc3055ce59/events.out.tfevents.1739886870.dacc3055ce59.282.0

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:5118f49bb605689284d63e2a46597cb6121392d88d9c81389d14df48e9a14710
+size 9160

training_args.bin

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:1f03dc66115a20cc231388424ba4857549fdc8b3487964815848347220bc248d
+oid sha256:59072cee6c460f5494470eef113e36b67cf5984ee85d45bab5c850defb856740
 size 5560