{"id":135,"date":"2020-05-05T17:14:47","date_gmt":"2020-05-05T15:14:47","guid":{"rendered":"https:\/\/grammarlearning.org\/?page_id=135"},"modified":"2020-05-05T17:45:39","modified_gmt":"2020-05-05T15:45:39","slug":"pautomac","status":"publish","type":"page","link":"https:\/\/grammarlearning.org\/fr\/pautomac\/","title":{"rendered":"PAutomAC"},"content":{"rendered":"

The Probabilistic Automata learning Competition (PAutomaC) was the first on-line challenge about learning non-deterministic probabilistic finite state machines (HMM, PFA, …). It happened in the context of ICGI 2012 and its official website was here<\/a>.<\/p>\n

As this site is sometime down, you can find most of the information on this page.<\/p>\n

Article<\/h5>\n

The paper describing the competition, its context, the data, and its results can be found here<\/a>\u00a0(the corresponding bibtex<\/a>\u00a0to cite it).<\/p>\n

Data<\/h5>\n

The data, now a highly referred benchmark, is available here<\/a>.<\/p>\n

Results<\/h5>\n

Each submission was evaluated using the perplexity over a test set :<\/p>\n\\( Score(C, S)=2^{- \\sum_{x \\in S} P_{\\mathrm{T}}(x) * \\log_2 (P_{\\mathrm{C}}(x)) }\\)\n

where \\(P_{\\mathrm{T}}(x)\\) is the normalized probability of \\(x\\) in the target and \\(P_{\\mathrm{C}}(x)\\) is the normalized candidate probability for \\(x\\) submitted by the participant. The normalization process is the usual one when perplexity is considered: it consists in modifying the probabilities so that they sum to 1 on the set \\(S\\). A consequence of this normalization was that adding probability to one of the test strings removed probability from the others. Therefore, this perplexity score measured how well the differences in the assigned probabilities matched with the target probabilities.<\/p>\n

To decide the final overall rank of each participant, we attributed points for each data set: the leader of a problem at the end of the competition scored 5 points, the second 3, the third 2 and the fourth 1. In case of equality on a problem (we considered the 10 first digits of the perplexity score), the earliest submission wins. The winner is the participant whose score was the highest.<\/p>\n

Here is the final results:<\/p>\n

 <\/p>\n\n\n\n\n\n\n\n\n
Rank<\/td>\nTeam name<\/td>\nOverall score<\/td>\n<\/tr>\n
1<\/td>\nShibata Yoshinaka<\/td>\n212<\/td>\n<\/tr>\n
2<\/td>\nMans Hulden<\/td>\n124<\/td>\n<\/tr>\n
3<\/td>\nDavid Llorens<\/td>\n122<\/td>\n<\/tr>\n
4<\/td>\nRaphael Bailly<\/td>\n75<\/td>\n<\/tr>\n
5<\/td>\nFabio Kepler<\/td>\n14<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

And here is the details for each dataset:<\/p>\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n
Problem 1<\/td>\nMinimal perplexity<\/strong> (solution): 29.8978935527
\nFirst<\/strong>: Shibata Yoshinaka (29.9942067897)
\nSecond<\/strong>: Mans Hulden (30.1311274219)
\nThird<\/strong>: Raphael Bailly (30.1470533439)
\nFourth<\/strong>: David Llorens (30.3945552209)<\/td>\n		<\/td>\nProblem 2<\/td>\nMinimal perplexity<\/strong> (solution): 168.330805339
\nFirst<\/strong>: David Llorens (168.420077615)
\nSecond<\/strong>: Raphael Bailly (168.429251783)
\nThird<\/strong>: Shibata Yoshinaka (168.430021868)
\nFourth<\/strong>: Mans Hulden (168.455164033)<\/td>\n		<\/td>\n<\/tr>\n
Problem 3<\/td>\nMinimal perplexity<\/strong> (solution): 49.956082986
\nFirst<\/strong>: Shibata Yoshinaka (50.0418507948)
\nSecond<\/strong>: Mans Hulden (50.0436956232)
\nThird<\/strong>: Raphael Bailly (50.1738154718)
\nFourth<\/strong>: David Llorens (50.6745782951)<\/td>\n		<\/td>\nProblem 4<\/td>\nMinimal perplexity<\/strong> (solution): 80.8184226132
\nFirst<\/strong>: Shibata Yoshinaka (80.8273603669)
\nSecond<\/strong>: Mans Hulden (80.8366169447)
\nThird<\/strong>: David Llorens (80.8428256389)
\nFourth<\/strong>: Raphael Bailly (80.8444904746)<\/td>\n		<\/td>\n<\/tr>\n
Problem 5<\/td>\nMinimal perplexity<\/strong> (solution): 33.2352988504
\nFirst<\/strong>: Shibata Yoshinaka (33.2372712605)
\nSecond<\/strong>: Raphael Bailly (33.2374213986)
\nThird<\/strong>: David Llorens (33.2375906271)
\nFourth<\/strong>: Mans Hulden (33.2407049655)<\/td>\n		<\/td>\nProblem 6<\/td>\nMinimal perplexity<\/strong> (solution): 66.9849579244
\nFirst<\/strong>: David Llorens (66.999870186)
\nSecond<\/strong>: Shibata Yoshinaka (67.0071283713)
\nThird<\/strong>: Mans Hulden (67.0435371541)
\nFourth<\/strong>: Raphael Bailly (67.0591279193)<\/td>\n		<\/td>\n<\/tr>\n
Problem 7<\/td>\nMinimal perplexity<\/strong> (solution): 51.2242694583
\nFirst<\/strong>: Shibata Yoshinaka (51.2490257063)
\nSecond<\/strong>: David Llorens (51.259252935)
\nThird<\/strong>: Raphael Bailly (51.2638591454)
\nFourth<\/strong>: Mans Hulden (51.2652735083)<\/td>\n		<\/td>\nProblem 8<\/td>\nMinimal perplexity<\/strong> (solution): 81.3750634047
\nFirst<\/strong>: Shibata Yoshinaka (81.4030796991)
\nSecond<\/strong>: Mans Hulden (81.7101718832)
\nThird<\/strong>: David Llorens (81.7106926455)
\nFourth<\/strong>: Raphael Bailly (81.7993032504)<\/td>\n		<\/td>\n<\/tr>\n
Problem 9<\/td>\nMinimal perplexity<\/strong> (solution): 20.8395901703
\nFirst<\/strong>: David Llorens (20.8504042224)
\nSecond<\/strong>: Shibata Yoshinaka (20.8556889232)
\nThird<\/strong>: Mans Hulden (20.8890396115)
\nFourth<\/strong>: Raphael Bailly (25.2291177014)<\/td>\n		<\/td>\nProblem 10<\/td>\nMinimal perplexity<\/strong> (solution): 33.3030058501
\nFirst<\/strong>: Shibata Yoshinaka (33.3340448672)
\nSecond<\/strong>: Mans Hulden (33.4013200502)
\nThird<\/strong>: Raphael Bailly (33.7240544494)
\nFourth<\/strong>: David Llorens (34.039402651)<\/td>\n		<\/td>\n<\/tr>\n
Problem 11<\/td>\nMinimal perplexity<\/strong> (solution): 31.8113642161
\nFirst<\/strong>: Shibata Yoshinaka (31.8527663573)
\nSecond<\/strong>: Raphael Bailly (32.1377252373)
\nThird<\/strong>: Mans Hulden (32.1380609252)
\nFourth<\/strong>: David Llorens (32.5464384875)<\/td>\n		<\/td>\nProblem 12<\/td>\nMinimal perplexity<\/strong> (solution): 21.655287002
\nFirst<\/strong>: Shibata Yoshinaka (21.6634964464)
\nSecond<\/strong>: Raphael Bailly (21.6709158854)
\nThird<\/strong>: Mans Hulden (21.6710198077)
\nFourth<\/strong>: David Llorens (21.7690034354)<\/td>\n		<\/td>\n<\/tr>\n
Problem 13<\/td>\nMinimal perplexity<\/strong> (solution): 62.8058396015
\nFirst<\/strong>: David Llorens (62.8162371307)
\nSecond<\/strong>: Shibata Yoshinaka (62.8201155862)
\nThird<\/strong>: Mans Hulden (63.0727402033)
\nFourth<\/strong>: Raphael Bailly (100.680861723)<\/td>\n		<\/td>\nProblem 14<\/td>\nMinimal perplexity<\/strong> (solution): 116.791881846
\nFirst<\/strong>: Shibata Yoshinaka (116.83624651)
\nSecond<\/strong>: David Llorens (116.839012269)
\nThird<\/strong>: Mans Hulden (116.840857711)
\nFourth<\/strong>: Raphael Bailly (116.913796957)<\/td>\n		<\/td>\n<\/tr>\n
Problem 15<\/td>\nMinimal perplexity<\/strong> (solution): 44.2420495474
\nFirst<\/strong>: Shibata Yoshinaka (44.2742933327)
\nSecond<\/strong>: Mans Hulden (44.2845628737)
\nThird<\/strong>: David Llorens (44.7006913136)
\nFourth<\/strong>: Fabio Kepler (45.2081312742)<\/td>\n		<\/td>\nProblem 16<\/td>\nMinimal perplexity<\/strong> (solution): 30.7110624887
\nFirst<\/strong>: David Llorens (30.7185779881)
\nSecond<\/strong>: Shibata Yoshinaka (30.718658311)
\nThird<\/strong>: Mans Hulden (30.8442547844)
\nFourth<\/strong>: Fabio Kepler (31.8085930297)<\/td>\n		<\/td>\n<\/tr>\n
Problem 17<\/td>\nMinimal perplexity<\/strong> (solution): 47.3112160937
\nFirst<\/strong>: Shibata Yoshinaka (47.3523770757)
\nSecond<\/strong>: Mans Hulden (47.3543279913)
\nThird<\/strong>: David Llorens (47.9215129705)
\nFourth<\/strong>: Fabio Kepler (48.1088694268)<\/td>\n		<\/td>\nProblem 18<\/td>\nMinimal perplexity<\/strong> (solution): 57.3288608287
\nFirst<\/strong>: Shibata Yoshinaka (57.3315532127)
\nSecond<\/strong>: David Llorens (57.3319679745)
\nThird<\/strong>: Mans Hulden (57.3391495076)
\nFourth<\/strong>: Fabio Kepler (57.53358215)<\/td>\n		<\/td>\n<\/tr>\n
Problem 19<\/td>\nMinimal perplexity<\/strong> (solution): 17.8768660563
\nFirst<\/strong>: Shibata Yoshinaka (17.879926413)
\nSecond<\/strong>: David Llorens (17.9194921096)
\nThird<\/strong>: Mans Hulden (17.9298641387)
\nFourth<\/strong>: Fabio Kepler (18.816377518)<\/td>\n		<\/td>\nProblem 20<\/td>\nMinimal perplexity<\/strong> (solution): 90.9717263176
\nFirst<\/strong>: Shibata Yoshinaka (90.9992603081)
\nSecond<\/strong>: Mans Hulden (91.016087013)
\nThird<\/strong>: Raphael Bailly (91.351157888)
\nFourth<\/strong>: David Llorens (93.5036207506)<\/td>\n		<\/td>\n<\/tr>\n
Problem 21<\/td>\nMinimal perplexity<\/strong> (solution): 30.518860165
\nFirst<\/strong>: Shibata Yoshinaka (30.5683255996)
\nSecond<\/strong>: Mans Hulden (30.6048696431)
\nThird<\/strong>: Raphael Bailly (30.7140208919)
\nFourth<\/strong>: David Llorens (32.2169198508)<\/td>\n		<\/td>\nProblem 22<\/td>\nMinimal perplexity<\/strong> (solution): 25.9815361778
\nFirst<\/strong>: Shibata Yoshinaka (25.988088295)
\nSecond<\/strong>: Raphael Bailly (26.0103173257)
\nThird<\/strong>: Mans Hulden (26.0775047173)
\nFourth<\/strong>: David Llorens (26.080426128)<\/td>\n		<\/td>\n<\/tr>\n
Problem 23<\/td>\nMinimal perplexity<\/strong> (solution): 18.4081615041
\nFirst<\/strong>: Shibata Yoshinaka (18.4131290179)
\nSecond<\/strong>: Mans Hulden (18.4176370219)
\nThird<\/strong>: David Llorens (18.4473506829)
\nFourth<\/strong>: Raphael Bailly (18.5473422635)<\/td>\n		<\/td>\nProblem 24<\/td>\nMinimal perplexity<\/strong> (solution): 38.7287795405
\nFirst<\/strong>: Shibata Yoshinaka (38.7317292927)
\nSecond<\/strong>: David Llorens (38.7321511272)
\nThird<\/strong>: Mans Hulden (38.7367779951)
\nFourth<\/strong>: Raphael Bailly (38.7529827589)<\/td>\n		<\/td>\n<\/tr>\n
Problem 25<\/td>\nMinimal perplexity<\/strong> (solution): 65.7350539501
\nFirst<\/strong>: Shibata Yoshinaka (65.7831272154)
\nSecond<\/strong>: Mans Hulden (65.9783424361)
\nThird<\/strong>: Raphael Bailly (66.0692698647)
\nFourth<\/strong>: David Llorens (67.2655744007)<\/td>\n		<\/td>\nProblem 26<\/td>\nMinimal perplexity<\/strong> (solution): 80.7427626831
\nFirst<\/strong>: Shibata Yoshinaka (80.83304279)
\nSecond<\/strong>: David Llorens (80.8368259964)
\nThird<\/strong>: Mans Hulden (82.6574456624)
\nFourth<\/strong>: Fabio Kepler (111.502198108)<\/td>\n		<\/td>\n<\/tr>\n
Problem 27<\/td>\nMinimal perplexity<\/strong> (solution): 42.427078513
\nFirst<\/strong>: David Llorens (42.4558720951)
\nSecond<\/strong>: Shibata Yoshinaka (42.4643259335)
\nThird<\/strong>: Mans Hulden (42.4731370395)
\nFourth<\/strong>: Raphael Bailly (42.7120658143)<\/td>\n		<\/td>\nProblem 28<\/td>\nMinimal perplexity<\/strong> (solution): 52.7435104626
\nFirst<\/strong>: Shibata Yoshinaka (52.8408850963)
\nSecond<\/strong>: Mans Hulden (52.8554872243)
\nThird<\/strong>: Raphael Bailly (53.0842735756)
\nFourth<\/strong>: David Llorens (53.1975964081)<\/td>\n		<\/td>\n<\/tr>\n
Problem 29<\/td>\nMinimal perplexity<\/strong> (solution): 24.0308339109
\nFirst<\/strong>: Shibata Yoshinaka (24.0415850092)
\nSecond<\/strong>: David Llorens (24.1059251738)
\nThird<\/strong>: Mans Hulden (24.1993622441)
\nFourth<\/strong>: Raphael Bailly (24.817229785)<\/td>\n		<\/td>\nProblem 30<\/td>\nMinimal perplexity<\/strong> (solution): 22.925985377
\nFirst<\/strong>: Mans Hulden (22.9324399616)
\nSecond<\/strong>: Shibata Yoshinaka (22.9342971336)
\nThird<\/strong>: Raphael Bailly (22.959864738)
\nFourth<\/strong>: David Llorens (23.2114632503)<\/td>\n		<\/td>\n<\/tr>\n
Problem 31<\/td>\nMinimal perplexity<\/strong> (solution): 41.2136431636
\nFirst<\/strong>: Shibata Yoshinaka (41.2334334527)
\nSecond<\/strong>: Mans Hulden (41.242875789)
\nThird<\/strong>: Raphael Bailly (41.4169157107)
\nFourth<\/strong>: David Llorens (41.6228893864)<\/td>\n		<\/td>\nProblem 32<\/td>\nMinimal perplexity<\/strong> (solution): 32.6134162732
\nFirst<\/strong>: David Llorens (32.6193653586)
\nSecond<\/strong>: Shibata Yoshinaka (32.6215722582)
\nThird<\/strong>: Mans Hulden (32.7427172024)
\nFourth<\/strong>: Raphael Bailly (38.2998438203)<\/td>\n		<\/td>\n<\/tr>\n
Problem 33<\/td>\nMinimal perplexity<\/strong> (solution): 31.8650289444
\nFirst<\/strong>: Shibata Yoshinaka (31.8708456878)
\nSecond<\/strong>: Mans Hulden (31.8720393486)
\nThird<\/strong>: Raphael Bailly (31.9204127484)
\nFourth<\/strong>: David Llorens (32.0299349334)<\/td>\n		<\/td>\nProblem 34<\/td>\nMinimal perplexity<\/strong> (solution): 19.9546848395
\nFirst<\/strong>: Shibata Yoshinaka (19.9685424755)
\nSecond<\/strong>: Mans Hulden (20.4280156428)
\nThird<\/strong>: Raphael Bailly (20.4758085653)
\nFourth<\/strong>: David Llorens (20.5422570638)<\/td>\n		<\/td>\n<\/tr>\n
Problem 35<\/td>\nMinimal perplexity<\/strong> (solution): 33.776935538
\nFirst<\/strong>: Shibata Yoshinaka (33.8003689017)
\nSecond<\/strong>: Raphael Bailly (33.835031553)
\nThird<\/strong>: David Llorens (34.2954696648)
\nFourth<\/strong>: Mans Hulden (34.3258837259)<\/td>\n		<\/td>\nProblem 36<\/td>\nMinimal perplexity<\/strong> (solution): 37.985692906
\nFirst<\/strong>: Shibata Yoshinaka (38.0178533505)
\nSecond<\/strong>: Raphael Bailly (38.175541431)
\nThird<\/strong>: Mans Hulden (38.2025866842)
\nFourth<\/strong>: Fabio Kepler (38.2061985438)<\/td>\n		<\/td>\n<\/tr>\n
Problem 37<\/td>\nMinimal perplexity<\/strong> (solution): 20.9797622037
\nFirst<\/strong>: Shibata Yoshinaka (21.0009797709)
\nSecond<\/strong>: Mans Hulden (21.0159257337)
\nThird<\/strong>: David Llorens (21.0159990401)
\nFourth<\/strong>: Fabio Kepler (21.0254753292)<\/td>\n		<\/td>\nProblem 38<\/td>\nMinimal perplexity<\/strong> (solution): 21.4457989928
\nFirst<\/strong>: Shibata Yoshinaka (21.4586574169)
\nSecond<\/strong>: Mans Hulden (21.4938249892)
\nThird<\/strong>: Raphael Bailly (21.5143686533)
\nFourth<\/strong>: David Llorens (21.5957107834)<\/td>\n		<\/td>\n<\/tr>\n
Problem 39<\/td>\nMinimal perplexity<\/strong> (solution): 10.0020442634
\nFirst<\/strong>: Mans Hulden (10.0029067359)
\nSecond<\/strong>: Shibata Yoshinaka (10.0033975406)
\nThird<\/strong>: David Llorens (10.0036814974)
\nFourth<\/strong>: Raphael Bailly (10.0047386563)<\/td>\n		<\/td>\nProblem 40<\/td>\nMinimal perplexity<\/strong> (solution): 8.2009545433
\nFirst<\/strong>: David Llorens (8.2056273558)
\nSecond<\/strong>: Shibata Yoshinaka (8.2065172057)
\nThird<\/strong>: Mans Hulden (8.2552841778)
\nFourth<\/strong>: Fabio Kepler (8.3657560064)<\/td>\n		<\/td>\n<\/tr>\n
Problem 41<\/td>\nMinimal perplexity<\/strong> (solution): 13.9124713717
\nFirst<\/strong>: Shibata Yoshinaka (13.9209608465)
\nSecond<\/strong>: Raphael Bailly (13.9322712597)
\nThird<\/strong>: David Llorens (13.9401938505)
\nFourth<\/strong>: Mans Hulden (13.9406884683)<\/td>\n		<\/td>\nProblem 42<\/td>\nMinimal perplexity<\/strong> (solution): 16.0037636643
\nFirst<\/strong>: David Llorens (16.005128979)
\nSecond<\/strong>: Shibata Yoshinaka (16.0065476587)
\nThird<\/strong>: Raphael Bailly (16.0080509451)
\nFourth<\/strong>: Mans Hulden (16.0080772707)<\/td>\n		<\/td>\n<\/tr>\n
Problem 43<\/td>\nMinimal perplexity<\/strong> (solution): 32.6370243149
\nFirst<\/strong>: Shibata Yoshinaka (32.7230067617)
\nSecond<\/strong>: Mans Hulden (32.7467889092)
\nThird<\/strong>: David Llorens (32.7765507902)
\nFourth<\/strong>: Raphael Bailly (32.8174850182)<\/td>\n		<\/td>\nProblem 44<\/td>\nMinimal perplexity<\/strong> (solution): 11.7089059654
\nFirst<\/strong>: Shibata Yoshinaka (11.7252949184)
\nSecond<\/strong>: Raphael Bailly (11.7780498805)
\nThird<\/strong>: Mans Hulden (11.7981937504)
\nFourth<\/strong>: Fabio Kepler (11.9197914258)<\/td>\n		<\/td>\n<\/tr>\n
Problem 45<\/td>\nMinimal perplexity<\/strong> (solution): 24.0422109361
\nFirst<\/strong>: David Llorens (24.0447630792)
\nSecond<\/strong>: Mans Hulden (24.0481772965)
\nThird<\/strong>: Shibata Yoshinaka (24.0499661118)
\nFourth<\/strong>: Raphael Bailly (24.0837116426)<\/td>\n		<\/td>\nProblem 46<\/td>\nMinimal perplexity<\/strong> (solution): 11.9819819343
\nFirst<\/strong>: Shibata Yoshinaka (11.987760725)
\nSecond<\/strong>: Mans Hulden (11.9985351577)
\nThird<\/strong>: Raphael Bailly (12.0815197404)
\nFourth<\/strong>: David Llorens (12.1060872896)<\/td>\n		<\/td>\n<\/tr>\n
Problem 47<\/td>\nMinimal perplexity<\/strong> (solution): 4.1189756456
\nFirst<\/strong>: David Llorens (4.1191471501)
\nSecond<\/strong>: Shibata Yoshinaka (4.1191548104)
\nThird<\/strong>: Raphael Bailly (4.1195914266)
\nFourth<\/strong>: Mans Hulden (4.1244230576)<\/td>\n		<\/td>\nProblem 48<\/td>\nMinimal perplexity<\/strong> (solution): 8.0362199917
\nFirst<\/strong>: Shibata Yoshinaka (8.0386767334)
\nSecond<\/strong>: Mans Hulden (8.0415999503)
\nThird<\/strong>: Raphael Bailly (8.0449144221)
\nFourth<\/strong>: Fabio Kepler (8.1827678063)<\/td>\n		<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

Real data ranking<\/h4>\n

 <\/p>\n

Here are the leading participants for the real data problem.<\/p>\n\n\n\n
Problem 1<\/td>\nFirst<\/strong>: Mans Hulden (70.5808700051)
\nSecond<\/strong>: David Llorens (70.5992773102)
\nThird<\/strong>: 3-gram Baseline (70.6452538406)
\nFourth<\/strong>: Fabio Kepler (70.6588545428)<\/td>\n		<\/td>\nProblem 2<\/td>\nFirst<\/strong>: David Llorens (5.1242718819)
\nSecond<\/strong>: Mans Hulden (5.1263087907)
\nThird<\/strong>: Fabio Kepler (5.1281949353)
\nFourth<\/strong>: 3-gram Baseline (5.1281949436)<\/td>\n		<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n","protected":false},"excerpt":{"rendered":"

The Probabilistic Automata learning Competition (PAutomaC) was the first on-line challenge about learning non-deterministic probabilistic finite state machines (HMM, PFA, …). It happened in the context of ICGI 2012 and its official website was here. As this site is sometime down, you can find most of the information on this\u2026<\/p>\n

Continue reading<\/span><\/i><\/a> <\/p>\n","protected":false},"author":1685,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"footnotes":"","_members_access_role":[],"_members_access_error":""},"class_list":["post-135","page","type-page","status-publish","hentry"],"_links":{"self":[{"href":"https:\/\/grammarlearning.org\/fr\/wp-json\/wp\/v2\/pages\/135","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/grammarlearning.org\/fr\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/grammarlearning.org\/fr\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/grammarlearning.org\/fr\/wp-json\/wp\/v2\/users\/1685"}],"replies":[{"embeddable":true,"href":"https:\/\/grammarlearning.org\/fr\/wp-json\/wp\/v2\/comments?post=135"}],"version-history":[{"count":10,"href":"https:\/\/grammarlearning.org\/fr\/wp-json\/wp\/v2\/pages\/135\/revisions"}],"predecessor-version":[{"id":148,"href":"https:\/\/grammarlearning.org\/fr\/wp-json\/wp\/v2\/pages\/135\/revisions\/148"}],"wp:attachment":[{"href":"https:\/\/grammarlearning.org\/fr\/wp-json\/wp\/v2\/media?parent=135"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}