0.3428, cosine with 5e-5
Browse files- README.md +106 -129
- model.safetensors +1 -1
README.md
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- sentence-similarity
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- feature-extraction
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- generated_from_trainer
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- dataset_size:
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- loss:MultipleNegativesRankingLoss
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widget:
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- source_sentence:
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\ star he has written the units that he used.\n\n(\n54 , * \n)\n\nWhich of the\
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\ following units could be correct?\n\nOptions:\nA. m\nB. cm\nC. km^3\nD. mm^2\n\
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\nAnswer: cm"
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- Identify a unit of area
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- "James has answered a question on the area of a trapezium and got an answer of\
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\ 54 .\n\nBehind the star he has written the units that he used.\n\n(\n54 , *\
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\ \n)\n\nWhich of the following units could be correct?"
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- Does not know units of area should be squared
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- source_sentence: 'Construct: Can calculate missing coordinates in a geometric shape.
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Question: Here are 3 vertices of a rectangle:
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(0,3),(4,-1),(2,-3),
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Options:
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Answer:
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sentences:
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What
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- Can calculate missing coordinates in a geometric shape
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- Believes the sides of a rectangle must be horizontal and vertical, not diagonal
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- source_sentence: 'Construct: Reflect an object or a point in a diagonal line with
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the line of reflection drawn, where the line of reflection lies on the edge or
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outside the object.
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Question: The triangle is reflected in the dashed line
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What are the new coordinates of point P ? Four quadrant, coordinate grid with
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the reflection line y=-x drawn and a triangle. The triangle has coordinates: (-2,3)
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(-2,6) and (0,5). The point P is the coordinate (0,5).
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Options:
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Answer:
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sentences:
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What are the new coordinates of point P ? Four quadrant, coordinate grid with
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the reflection line y=-x drawn and a triangle. The triangle has coordinates: (-2,3)
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(-2,6) and (0,5). The point P is the coordinate (0,5)'
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- source_sentence: 'Construct: Rearrange formulae to change the subject where the
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subject appears once and two steps are needed.
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Question: Rearrange the following equation to make r the subject
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A. r=(p+5 / 3)
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C. r=(p-5 / 3)
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sentences:
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- Rearrange formulae to change the subject where the subject appears once and two
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steps are needed
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- 'Rearrange the following equation to make r the subject
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p=3 r-5
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- Misunderstands order of operations in algebraic expressions
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- source_sentence: 'Construct: Solve length problems involving similar shapes where
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the missing length is the shorter one.
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trapezium is parallel with its top side.
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The smaller trapezium has base 60cm and top labelled y.
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B. 20 cm
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D. 30 cm
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sentences:
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- 'These two shapes are similar.
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trapezium is parallel with its top side.
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---
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# SentenceTransformer based on Alibaba-NLP/gte-base-en-v1.5
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model = SentenceTransformer("Gurveer05/gte-base-eedi-2024")
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# Run inference
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sentences = [
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'Construct:
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embeddings = model.encode(sentences)
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print(embeddings.shape)
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#### csv
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* Dataset: csv
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* Size: 2,
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* Columns: <code>qa_pair_text</code>, <code>MisconceptionName</code>, <code>ConstructName</code>, and <code>QuestionText</code>
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* Approximate statistics based on the first 1000 samples:
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| | qa_pair_text | MisconceptionName | ConstructName | QuestionText |
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|:--------|:------------------------------------------------------------------------------------|:----------------------------------------------------------------------------------|:----------------------------------------------------------------------------------|:-----------------------------------------------------------------------------------|
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| type | string | string | string | string |
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| details | <ul><li>min: 35 tokens</li><li>mean:
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* Samples:
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| qa_pair_text
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| <code>Construct:
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| <code>Construct:
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* Loss: [<code>MultipleNegativesRankingLoss</code>](https://sbert.net/docs/package_reference/sentence_transformer/losses.html#multiplenegativesrankingloss) with these parameters:
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```json
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{
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#### csv
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* Dataset: csv
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* Size: 1,
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* Columns: <code>qa_pair_text</code>, <code>MisconceptionName</code>, <code>ConstructName</code>, and <code>QuestionText</code>
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* Approximate statistics based on the first 1000 samples:
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| | qa_pair_text | MisconceptionName | ConstructName | QuestionText |
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|:--------|:------------------------------------------------------------------------------------|:----------------------------------------------------------------------------------|:----------------------------------------------------------------------------------|:-----------------------------------------------------------------------------------|
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| type | string | string | string | string |
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| details | <ul><li>min: 35 tokens</li><li>mean: 95.
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* Samples:
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| <code>Construct:
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* Loss: [<code>MultipleNegativesRankingLoss</code>](https://sbert.net/docs/package_reference/sentence_transformer/losses.html#multiplenegativesrankingloss) with these parameters:
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```json
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{
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</details>
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### Training Logs
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* The bold row denotes the saved checkpoint.
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- sentence-similarity
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- feature-extraction
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- generated_from_trainer
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- dataset_size:2632
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- loss:MultipleNegativesRankingLoss
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widget:
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- source_sentence: 'Construct: Identify the line of symmetry of curves in the form
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(x + a)(x + b).
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Question: This is the graph of y=(x+4)(x-2) W What is the equation of the line
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of symmetry?
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Options:
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A. y=-8
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B. x=--4
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C. y=-1
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D. x = -1
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Answer: y=-1'
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sentences:
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- This is the graph of y=(x+4)(x-2) W What is the equation of the line of symmetry?
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- Identify the line of symmetry of curves in the form (x + a)(x + b)
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- Confuses the equations of vertical and horizontal lines
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percent is a decimal.
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Question: What is 5.5 % of 400 ?
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Options:
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A. 22
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B. 11
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C. 5.5
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D. 220
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Answer: 220'
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- Believes that dividing by 10 gives 1%
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- Calculate percentage of an amount mentally where the percent is a decimal
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- source_sentence: 'Construct: Convert from weeks to hours.
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Question: Which one of the following calculations would work out the number of
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hours in 5 weeks?
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A. 5 x 24
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B. 5 x 7 x 12
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Answer: 5 x 5 x 24'
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- Which one of the following calculations would work out the number of hours in 5 weeks?
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- Convert from weeks to hours
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Question: Expand and simplify:
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(3 y-4)^2
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B. 9 y^2+16
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C. 9 y^2-24 y+16
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D. (3 y-4)(3 y-4)
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Answer: 9 y^2+16'
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double brackets
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- Expand two brackets with linear terms in the form (ax + b)²
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Question: Three left and five down in vector notation is... triangle bigcirc What
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should replace the triangle ?
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Options:
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A. 3
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Answer: -5'
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- Thinks the movement of the top number in a column vector is vertical, and the
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bottom number is horizontal rather than the other way round
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- Three left and five down in vector notation is... triangle bigcirc What should
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replace the triangle ?
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---
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# SentenceTransformer based on Alibaba-NLP/gte-base-en-v1.5
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model = SentenceTransformer("Gurveer05/gte-base-eedi-2024")
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# Run inference
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sentences = [
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'Construct: Write a given translation in vector notation.\n\nQuestion: Three left and five down in vector notation is... triangle bigcirc What should replace the triangle ?\n\nOptions:\nA. 3\nB. -3\nC. 5\nD. -5\n\nAnswer: -5',
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'Thinks the movement of the top number in a column vector is vertical, and the bottom number is horizontal rather than the other way round',
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'Write a given translation in vector notation',
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embeddings = model.encode(sentences)
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print(embeddings.shape)
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#### csv
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* Dataset: csv
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* Size: 2,632 training samples
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* Columns: <code>qa_pair_text</code>, <code>MisconceptionName</code>, <code>ConstructName</code>, and <code>QuestionText</code>
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* Approximate statistics based on the first 1000 samples:
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| | qa_pair_text | MisconceptionName | ConstructName | QuestionText |
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|:--------|:------------------------------------------------------------------------------------|:----------------------------------------------------------------------------------|:----------------------------------------------------------------------------------|:-----------------------------------------------------------------------------------|
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| type | string | string | string | string |
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| details | <ul><li>min: 35 tokens</li><li>mean: 92.39 tokens</li><li>max: 507 tokens</li></ul> | <ul><li>min: 4 tokens</li><li>mean: 15.37 tokens</li><li>max: 39 tokens</li></ul> | <ul><li>min: 4 tokens</li><li>mean: 14.01 tokens</li><li>max: 42 tokens</li></ul> | <ul><li>min: 6 tokens</li><li>mean: 38.59 tokens</li><li>max: 274 tokens</li></ul> |
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* Samples:
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| qa_pair_text | MisconceptionName | ConstructName | QuestionText |
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|:-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|:---------------------------------------------------------------------------------------------|:------------------------------------------------------------------------------------------------------------|:---------------------------------------------------------------------------------------------------------------------------------------------------------|
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| <code>Construct: Given the name of a polygon, draw or identify a corresponding diagram.<br><br>Question: Which of the following shapes is a hexagon?<br><br>Options:<br>A. An irregular, five sided shape<br>B. A regular, five sided shape<br>C. A regular, eight sided shape<br>D. None of these<br><br>Answer: A regular, eight sided shape</code> | <code>Confuses octagon and hexagon</code> | <code>Given the name of a polygon, draw or identify a corresponding diagram</code> | <code>Which of the following shapes is a hexagon?</code> |
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| <code>Construct: Rearrange formulae to change the subject where the subject appears once and one step is needed.<br><br>Question: Step 2 <br><br>Which is the correct next step rearrangement of the following formula, making u the subject?<br>[<br>7 t-13=u(5+2 t)<br>].<br><br>Options:<br>A. u=5 t-8<br>B. u=(7 t-13 / 5+2 t)<br>C. u=(5+2 t / 7 t-13)<br>D. u=9 t-8<br><br>Answer: u=9 t-8</code> | <code>Misunderstands the process of making a variable the subject of an equation</code> | <code>Rearrange formulae to change the subject where the subject appears once and one step is needed</code> | <code>Step 2 <br><br>Which is the correct next step rearrangement of the following formula, making u the subject?<br>[<br>7 t-13=u(5+2 t)<br>]</code> |
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| <code>Construct: Divide proper fractions in the form: Fraction ÷ Integer.<br><br>Question: Calculate<br>(<br>(2 / 5) / 3<br>).<br><br>Options:<br>A. (6 / 5)<br>B. (15 / 2)<br>C. (2 / 15)<br>D. (6 / 15)<br><br>Answer: (6 / 5)</code> | <code>when dividing a fraction by an integer, multiplies the numerator by the integer</code> | <code>Divide proper fractions in the form: Fraction ÷ Integer</code> | <code>Calculate<br>(<br>(2 / 5) / 3<br>)</code> |
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* Loss: [<code>MultipleNegativesRankingLoss</code>](https://sbert.net/docs/package_reference/sentence_transformer/losses.html#multiplenegativesrankingloss) with these parameters:
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```json
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{
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#### csv
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* Dataset: csv
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* Size: 1,738 evaluation samples
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* Columns: <code>qa_pair_text</code>, <code>MisconceptionName</code>, <code>ConstructName</code>, and <code>QuestionText</code>
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* Approximate statistics based on the first 1000 samples:
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| | qa_pair_text | MisconceptionName | ConstructName | QuestionText |
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|:--------|:------------------------------------------------------------------------------------|:----------------------------------------------------------------------------------|:----------------------------------------------------------------------------------|:-----------------------------------------------------------------------------------|
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| type | string | string | string | string |
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| details | <ul><li>min: 35 tokens</li><li>mean: 95.35 tokens</li><li>max: 903 tokens</li></ul> | <ul><li>min: 6 tokens</li><li>mean: 14.36 tokens</li><li>max: 40 tokens</li></ul> | <ul><li>min: 5 tokens</li><li>mean: 14.44 tokens</li><li>max: 40 tokens</li></ul> | <ul><li>min: 6 tokens</li><li>mean: 37.54 tokens</li><li>max: 212 tokens</li></ul> |
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* Samples:
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| qa_pair_text | MisconceptionName | ConstructName | QuestionText |
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|:------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|:-----------------------------------------------------------------------------------|:-------------------------------------------------------------------------------------------------|:-------------------------------------------------------------------------------------|
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+
| <code>Construct: Add proper fractions with different denominators which do not share a common factor.<br><br>Question: (<br>(1 / 3)+(1 / 10)=(* / 30)<br>)<br>What should replace the star?<br><br>Options:<br>A. 13<br>B. 2<br>C. 4<br>D. 11<br><br>Answer: 2</code> | <code>Does not find a common denominator when adding/subtracting fractions</code> | <code>Add proper fractions with different denominators which do not share a common factor</code> | <code>(<br>(1 / 3)+(1 / 10)=(* / 30)<br>)<br>What should replace the star?</code> |
|
290 |
+
| <code>Construct: Round decimals to the nearest whole number.<br><br>Question: What is 9 0 . 6 8 2 rounded to the nearest integer?<br><br>Options:<br>A. 90<br>B. 90.7<br>C. 91<br>D. 92<br><br>Answer: 90.7</code> | <code>Rounds to the wrong degree of accuracy (rounds too much)</code> | <code>Round decimals to the nearest whole number</code> | <code>What is 9 0 . 6 8 2 rounded to the nearest integer?</code> |
|
291 |
+
| <code>Construct: Subtract fractions involving mixed number fractions with different denominators.<br><br>Question: (<br>2 (2 / 5)-(1 / 15)=2 (1 / *)<br>)<br>What should replace the star?<br><br>Options:<br>A. 10<br>B. 15<br>C. 5<br>D. 3<br><br>Answer: 10</code> | <code>When subtracting fractions, subtracts the numerators and denominators</code> | <code>Subtract fractions involving mixed number fractions with different denominators</code> | <code>(<br>2 (2 / 5)-(1 / 15)=2 (1 / *)<br>)<br>What should replace the star?</code> |
|
292 |
* Loss: [<code>MultipleNegativesRankingLoss</code>](https://sbert.net/docs/package_reference/sentence_transformer/losses.html#multiplenegativesrankingloss) with these parameters:
|
293 |
```json
|
294 |
{
|
|
|
429 |
</details>
|
430 |
|
431 |
### Training Logs
|
432 |
+
| Epoch | Step | Training Loss | loss |
|
433 |
+
|:----------:|:-------:|:-------------:|:----------:|
|
434 |
+
| 0.2545 | 42 | 4.1578 | - |
|
435 |
+
| 0.5030 | 83 | - | 1.0737 |
|
436 |
+
| 0.5091 | 84 | 1.4123 | - |
|
437 |
+
| 0.7636 | 126 | 0.7791 | - |
|
438 |
+
| 1.0061 | 166 | - | 0.7048 |
|
439 |
+
| 1.0182 | 168 | 0.5538 | - |
|
440 |
+
| 1.2727 | 210 | 0.5208 | - |
|
441 |
+
| **1.5091** | **249** | **-** | **0.5806** |
|
442 |
+
| 1.5273 | 252 | 0.428 | - |
|
443 |
+
| 1.7818 | 294 | 0.3175 | - |
|
444 |
+
| 2.0121 | 332 | - | 0.6534 |
|
445 |
+
| 2.0364 | 336 | 0.2301 | - |
|
446 |
+
| 2.2909 | 378 | 0.2247 | - |
|
447 |
+
| 2.5152 | 415 | - | 0.6442 |
|
|
|
|
|
448 |
|
449 |
* The bold row denotes the saved checkpoint.
|
450 |
|
model.safetensors
CHANGED
@@ -1,3 +1,3 @@
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|
1 |
version https://git-lfs.github.com/spec/v1
|
2 |
-
oid sha256:
|
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size 547119128
|
|
|
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version https://git-lfs.github.com/spec/v1
|
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+
oid sha256:bfd2d15951004574fa79cd6f336c5bafaea48639523392e277aaa60efd5f8ca8
|
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size 547119128
|