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saracandu
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stl_formulae

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train · 78.9k rows

formula stringlengths 18 657	encoded_formula stringlengths 68 1.85k	embedding_1024 stringlengths 22.1k 22.9k	embedding_512 stringlengths 11k 11.5k	embedding_16 stringlengths 307 342	embedding_32 stringlengths 628 672	embedding_64 stringlengths 1.28k 1.36k	embedding_128 stringlengths 2.61k 2.74k	embedding_512_pca stringlengths 10.9k 11.3k
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-0.011939651658759027, -0.003885048277386803, -0.0076473027871187295, -0.021250640154885904, -0.02163502701335366]
"not ( always ( ( always ( ( always[3,inf] ( ( not ( ( x_2 <= -0.5058 or ( x_0 <= 0.3405 and not ( x(...TRUNCATED)	"[2, 34, 11, 34, 4, 34, 6, 34, 4, 34, 4, 34, 6, 34, 4, 34, 4, 34, 6, 18, 27, 20, 21, 19, 34, 4, 34, (...TRUNCATED)	"[0.0016424061032012105, 0.000943971099331975, 0.051631856709718704, 0.0023325772490352392, 0.006502(...TRUNCATED)	"[0.0017121611163020134, 0.0009387677418999374, 0.0527985617518425, 0.0024590729735791683, 0.0064785(...TRUNCATED)	"[-6.309727012224084, 16.232402559621374, -4.736576634361566, -2.7929384640307164, 0.302396672360105(...TRUNCATED)	"[-6.31936644492126, 16.392298228143005, -4.896570041776532, -2.840308661644525, 0.30059748474867176(...TRUNCATED)	"[-6.28371300108842, 16.241765865500994, -4.7451830131693535, -2.7887890456672437, 0.330454892881256(...TRUNCATED)	"[-6.288402298973098, 16.2976527104932, -4.797046040046864, -2.8104790561075452, 0.33534523458306537(...TRUNCATED)	"[-6.319395321572395, 16.241861519161024, -4.7534973430000065, -2.8285278631297373, 0.33903345817875(...TRUNCATED)
eventually[18,21] ( x_2 <= 0.204 )	"[2, 34, 7, 18, 25, 32, 20, 26, 25, 19, 34, 4, 34, 17, 26, 34, 13, 34, 24, 23, 26, 24, 28, 34, 5, 34(...TRUNCATED)	"[0.008110244758427143, 0.016353938728570938, 0.027008717879652977, 0.04859945550560951, 0.015115893(...TRUNCATED)	"[0.008077609352767467, 0.016387566924095154, 0.027450326830148697, 0.04860706999897957, 0.015356549(...TRUNCATED)	"[-8.862295521529841, 10.429961160862714, 3.3153413077087057, -1.292644876463885, 18.653678215709316(...TRUNCATED)	"[-8.872847267598948, 10.42684484047097, 3.303979775251648, -1.2896212430437926, 18.594983033967527,(...TRUNCATED)	"[-8.927601848870793, 10.401342449509787, 3.300355512762199, -1.256915165896305, 18.62885994796224, (...TRUNCATED)	"[-8.802639056404237, 10.495345790926665, 3.3038372379301624, -1.2775241047358865, 18.65094160443605(...TRUNCATED)	"[-8.909347464452527, 10.43263415697779, 3.2809916784336473, -1.2972430396021533, 18.720439213745735(...TRUNCATED)
eventually[4,19] ( x_1 <= 0.1283 )	"[2, 34, 7, 18, 28, 20, 25, 33, 19, 34, 4, 34, 17, 25, 34, 13, 34, 24, 23, 25, 26, 32, 27, 34, 5, 34(...TRUNCATED)	"[0.0004947191919200122, 0.0013830941170454025, 0.09404824674129486, 0.0007932762964628637, 0.013816(...TRUNCATED)	"[0.0005127991316840053, 0.0013643939746543765, 0.09607287496328354, 0.0008284453651867807, 0.013723(...TRUNCATED)	"[-9.087541230364344, 21.14200928090089, -10.83371052604735, -2.986218674654016, -1.3344106776474163(...TRUNCATED)	"[-9.092534188246951, 21.27165738093136, -10.967796767382064, -3.00892080490005, -1.322355347062958,(...TRUNCATED)	"[-8.989195414144964, 21.287496152114972, -10.90438120447383, -2.9965006797130904, -1.31669060955091(...TRUNCATED)	"[-9.061944156842396, 21.202973613929945, -10.867116218539175, -2.989543895905912, -1.29897594496075(...TRUNCATED)	"[-9.07953974106947, 21.20239199566056, -10.895509282295926, -3.0060186181519275, -1.307957561310146(...TRUNCATED)
not ( always[15,20] ( x_2 <= -1.6532 ) )	"[2, 34, 11, 34, 4, 34, 6, 18, 25, 29, 20, 26, 24, 19, 34, 4, 34, 17, 26, 34, 13, 34, 22, 25, 23, 30(...TRUNCATED)	"[9.664511890150607e-05, 0.27157923579216003, 0.0011766315437853336, 0.00019995562615804374, 0.20879(...TRUNCATED)	"[9.65197614277713e-05, 0.27233409881591797, 0.0011604749597609043, 0.00020011264132335782, 0.206584(...TRUNCATED)	"[-24.683974669770606, -12.354066481185392, -6.502751723637106, 1.4040598800570558, -7.6269127534024(...TRUNCATED)	"[-24.73613116465866, -12.428091294522131, -6.530623405497486, 1.4748280446738316, -7.57640411927434(...TRUNCATED)	"[-24.57802296968381, -12.284132231210542, -6.4019413903340245, 1.3816254890603088, -7.5426363185775(...TRUNCATED)	"[-24.752582645626674, -12.463969628395429, -6.492516372312216, 1.4064582061180866, -7.6465136771567(...TRUNCATED)	"[-24.63485629525014, -12.318211443488812, -6.453141970807813, 1.4240143340300762, -7.59208861533385(...TRUNCATED)
not ( x_0 <= -1.3961 )	[2, 34, 11, 34, 4, 34, 17, 24, 34, 13, 34, 22, 25, 23, 27, 33, 30, 25, 34, 5, 34, 3]	"[0.00019928475376218557, 0.2031979113817215, 0.0028628818690776825, 0.00038407117244787514, 0.04311(...TRUNCATED)	"[0.00020058896916452795, 0.20227287709712982, 0.0028472095727920532, 0.0003820116398856044, 0.04248(...TRUNCATED)	"[-21.903203058614018, -9.094487101093193, -5.2397726932800355, -5.374021617491011, 1.22634074119506(...TRUNCATED)	"[-21.867119173646145, -9.044662164943773, -5.252464704566333, -5.326878926042357, 1.226382370654429(...TRUNCATED)	"[-21.820677540917327, -9.018848068278702, -5.1749994278713185, -5.361152376787757, 1.22882035989230(...TRUNCATED)	"[-21.840997943580163, -9.02964334464026, -5.207929716936788, -5.37659273889846, 1.1895283672664305,(...TRUNCATED)	"[-21.87487169651992, -9.050069006151713, -5.244146392275324, -5.3677826341215455, 1.263336967934398(...TRUNCATED)
always ( eventually[6,20] ( x_1 >= -0.7636 ) )	"[2, 34, 6, 34, 4, 34, 7, 18, 30, 20, 26, 24, 19, 34, 4, 34, 17, 25, 34, 12, 34, 22, 24, 23, 31, 30,(...TRUNCATED)	"[0.0034548048861324787, 0.4406675398349762, 0.0003591157728806138, 0.007168045733124018, 0.05342669(...TRUNCATED)	"[0.003340128343552351, 0.44238999485969543, 0.00035469254362396896, 0.0069100940600037575, 0.053433(...TRUNCATED)	"[-14.221985827080697, -1.8783180116997913, 14.874481537018717, -4.208869791959829, 1.33110318850907(...TRUNCATED)	"[-14.212471831963502, -1.8737505216453807, 15.023393368373476, -4.202585487255043, 1.32439625092344(...TRUNCATED)	"[-14.322993276388132, -2.0109730561437216, 15.038008002316356, -4.21804238406852, 1.346405090636980(...TRUNCATED)	"[-14.216330969647206, -1.8834972827987806, 14.91269544450354, -4.2066787919368, 1.2866098709898222,(...TRUNCATED)	"[-14.24761897569132, -1.9113144785773615, 14.953662003987738, -4.196853871484454, 1.330571763243121(...TRUNCATED)
"( ( x_1 <= 1.4616 until[13,15] ( ( x_0 >= -0.472 until[8,18] eventually[15,19] ( x_2 <= -0.4915 ) )(...TRUNCATED)	"[2, 34, 4, 34, 4, 34, 17, 25, 34, 13, 34, 25, 23, 28, 30, 25, 30, 34, 8, 18, 25, 27, 20, 25, 29, 19(...TRUNCATED)	"[0.382903128862381, 0.00011391934094717726, 0.02534903958439827, 0.06785505264997482, 0.00014695948(...TRUNCATED)	"[0.3843575119972229, 0.00011317616008454934, 0.025207288563251495, 0.06760088354349136, 0.000146416(...TRUNCATED)	"[29.192041206532757, -10.549257770181764, -6.163137252838781, 0.5544574488782327, -7.00692994726422(...TRUNCATED)	"[29.154926661952658, -10.567239456176592, -6.152462113973374, 0.42707777938983077, -7.0546172122441(...TRUNCATED)	"[29.13607085349274, -10.50579487221198, -6.2150018080368055, 0.445500065138631, -7.1768406277107735(...TRUNCATED)	"[29.095364579577705, -10.532631779637992, -6.165843253421023, 0.5114525047942874, -6.75500085668750(...TRUNCATED)	"[29.223871205751625, -10.57587796140118, -6.138700830958833, 0.5597576535935066, -7.143978027527366(...TRUNCATED)

End of preview. Expand in Data Studio

This dataset contains the data used in the paper "Bridging Logic and Learning: Decoding Temporal Logic Embeddings via Transformers" (Candussio et al. 2025).

More in detail:

train.csv is the training set for the random models. It contains formulae spanning from depth 2 to depth 23;
TODO: complete with test set.

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Collections including saracandu/stl_formulae

🔁 STLdec @ ECML-PKDD 2025

Materials for the paper "Bridging Logic and Learning: Decoding Temporal Logic Embeddings via Transformers" (Candussio et al.) @ ECML-PKDD 2025 • 11 items • Updated Aug 20

🔄 STLdec - XAI

Ongoing work on decoding STL formulae • 7 items • Updated Sep 22