Lexa-B/LexaLCM_Pre1
0.4B • Updated • 1
id string | url string | title string | text string | text_sentences sequence | text_sentences_sonar_emb sequence |
|---|---|---|---|---|---|
10164749 | https://en.wikipedia.org/wiki/Chequered%20Love | Chequered Love | "\"Chequered Love\" is the second single by British singer Kim Wilde. The song was released in the s(...TRUNCATED) | ["\"Chequered Love\" is the second single by British singer Kim Wilde. The song was released in the (...TRUNCATED) | [[0.001666001626290381,6.180343007144984e-6,-0.005634205881506205,0.013570842333137989,0.00127845979(...TRUNCATED) |
10164772 | https://en.wikipedia.org/wiki/Deaths%20in%20March%202007 | Deaths in March 2007 | "The following is a list of notable deaths in March 2007.\n\nEntries for each day are listed alphabe(...TRUNCATED) | ["The following is a list of notable deaths in March 2007.","Entries for each day are listed alphabe(...TRUNCATED) | [[-0.007263230625540018,-0.00009176853927783668,0.0069904569536447525,-0.002675955183804035,0.000453(...TRUNCATED) |
10164775 | https://en.wikipedia.org/wiki/Korso%20railway%20station | Korso railway station | "Korso railway station (; ) is a Helsinki commuter rail station located in the district of Korso in (...TRUNCATED) | ["Korso railway station (; ) is a Helsinki commuter rail station located in the district of Korso in(...TRUNCATED) | [[0.006538456305861473,-0.010126510635018349,0.002667570486664772,0.008281497284770012,-0.0011035616(...TRUNCATED) |
10164778 | https://en.wikipedia.org/wiki/Tan%20Chui%20Mui | Tan Chui Mui | "Tan Chui Mui (, born 1978) is a Malaysian filmmaker, film producer and director.\n\nBackground \nTa(...TRUNCATED) | ["Tan Chui Mui (, born 1978) is a Malaysian filmmaker, film producer and director.","Background","Ta(...TRUNCATED) | [[-0.005667507648468018,0.0035097443033009768,0.011733812279999256,0.011786267161369324,-0.002346384(...TRUNCATED) |
10164799 | https://en.wikipedia.org/wiki/Back%20to%20God%27s%20Country%20%281919%20film%29 | Back to God's Country (1919 film) | "Back to God's Country is a 1919 Canadian drama film directed by David Hartford. It is one of the ea(...TRUNCATED) | ["Back to God's Country is a 1919 Canadian drama film directed by David Hartford. It is one of the e(...TRUNCATED) | [[-0.006187810096889734,-0.0009932589018717408,0.0017282444750890136,0.006176143418997526,0.01118879(...TRUNCATED) |
10164816 | https://en.wikipedia.org/wiki/Harry%20Mackeson | Harry Mackeson | "Sir Harry Ripley Mackeson, 1st Baronet (25 May 1905 – 25 January 1964) was a British soldier and (...TRUNCATED) | ["Sir Harry Ripley Mackeson, 1st Baronet (25 May 1905 – 25 January 1964) was a British soldier and(...TRUNCATED) | [[-0.00865756906569004,-0.003511614864692092,-0.01092489529401064,0.00809144601225853,-0.01361513230(...TRUNCATED) |
10164819 | https://en.wikipedia.org/wiki/Amphiareion%20of%20Oropos | Amphiareion of Oropos | "The Amphiareion of Oropos (), situated in the hills 6 km southeast of the fortified port of Oropos(...TRUNCATED) | ["The Amphiareion of Oropos (), situated in the hills 6 km southeast of the fortified port of Oropo(...TRUNCATED) | [[-0.006669361609965563,0.010405180975794792,-0.005138997454196215,-0.008839799091219902,-0.01113438(...TRUNCATED) |
10164824 | https://en.wikipedia.org/wiki/Steve%20Swindells | Steve Swindells | "Steve Swindells (born 21 November 1952) is an English singer-songwriter, keyboardist, party organiz(...TRUNCATED) | ["Steve Swindells (born 21 November 1952) is an English singer-songwriter, keyboardist, party organi(...TRUNCATED) | [[0.016203662380576134,-0.012301941402256489,0.0020668692886829376,0.021766282618045807,0.0015548616(...TRUNCATED) |
10164858 | https://en.wikipedia.org/wiki/Frankie%20Donnelly | Frankie Donnelly | "Frankie Donnelly was a Gaelic footballer, who was part of Tyrone's breakthrough era in the mid-fift(...TRUNCATED) | ["Frankie Donnelly was a Gaelic footballer, who was part of Tyrone's breakthrough era in the mid-fif(...TRUNCATED) | [[-0.002258248394355178,-0.005592670291662216,0.0034535706508904696,-0.0021824471186846495,0.0158735(...TRUNCATED) |
10164861 | https://en.wikipedia.org/wiki/Anne%20Gibson%2C%20Baroness%20Gibson%20of%20Market%20Rasen | Anne Gibson, Baroness Gibson of Market Rasen | "Anne Gibson, Baroness Gibson of Market Rasen, (née Tasker; 10 December 1940 – 20 April 2018) wa(...TRUNCATED) | ["Anne Gibson, Baroness Gibson of Market","Rasen, (née Tasker; 10 December 1940 – 20 April 2018)(...TRUNCATED) | [[-0.012498145923018456,-0.00059887720271945,0.006070466246455908,-0.0011136254761368036,0.018376277(...TRUNCATED) |
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LexaLCM Datasets
This repository contains the datasets used for training the LexaLCM model. Datasets contain at least the following columns that are expected by the LexaLCM model:
text_sentences: The text of the document.text_sentences_sonar_emb: The sonar embedding of the text, which is a list of 1024-dimensional vectors.
Datasets
Requirements
- Python 3.10
- UV (https://docs.astral.sh/uv/)... if you haven't tried it yet, you should! UV is a modern Python package manager that is faster and more secure than pip.
Usage
Stochastically split the dataset into train and val (if needed)
If you want to add additional datasets, but continue to use the same train and val split, you can use the following script.
uv run src/Scripts/Split_TrainVal.py
where:
-nis the name of the dataset-dis the path to the directory with the dataset-sis the split ratio for the dataset
For example:
uv run src/Scripts/Split_TrainVal.py -n Wikipedia_Ja -d ./src/Some/Other/Path -s 0.15
Verify the embeddings
uv run src/Scripts/VerifyEmbeddings.py
where:
-dis the path to the directory with the dataset
For example:
uv run src/Scripts/VerifyEmbeddings.py -d ./src/Datasets/Wikipedia_Ja/Train
Visualize the dataset
uv run src/Scripts/VisualizeDataset.py
where:
-dis the path to the directory with the dataset-sis the flag to use a sample of the dataset for faster processing (10% of the dataset)-bis the batch size for the dataset
For example:
uv run src/Scripts/VisualizeDataset.py -d ./src/Datasets/Wikipedia_Ja/Train
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