I see https://www.wikidata.org/wiki/Wikidata:Lists/lexemes where last index is 9001-10000 Wikidata lexemes are in many languages, whereas for Abstract graph is needed sense of only English lexem (or even only senses independent from lexems) Access to lexemes from other Wikiproject can be slower (?) and can be incoherent. Abstract Wikipedia can be great basic fro machine translation. (from my Python post): Language to language translator without intermediate form need n*(n+1) language models whereas translator with intermediate form only 2*n. For 100 languages will be 9900 comparing to 200,for 150 languages will be 22350 comparing to 300. Intermediate form must not be usual national language but language without ambiguity, without homonyms. Let's imagine that we downloads to local computer databases for 5-10 languages, compile c++ binary or use Python script and have local open translation system without any restrictions. Moreover, intermediate form is intelligent and it means understanding the text and can be analysed. Main problem is WSD (word sense disambiguation): In https://github.com/alvations/pywsd are Lesk algorithm in variety: - original_lesk - simple_lesk - adapted_lesk - cosine_lesk Test lesk_simple with sentences from Senseval (https://www.d.umn.edu/~) : "The Glenn Miller Orchestra turned back the clock for an evening of solid gold nostalgia at the Apollo theatre, Oxford, on Saturday." "From the tune Anchors Away right through to In The Mood the young big band under the expert direction of band leader Ray McVay perfectly recreated the Miller sound." "The voices of Sarah Gilbertson and Tony Mansell were joined by three more from the <tag band as the Moonlight Serenaders to give us the cool harmonies of Miller's original Modernairs." --> simple an unofficial association of people or groups sounds pretty sensible, but.. not found any overlap and it is first sense from Wordnet! "The victims are Hungarian Jews who arrived at Auschwitz in 1944 to be murdered &dash. all 400,000 of them in just two months, consumed by the gas chambers at the rate of 21,000 a day even though the crematoria could not cope.\ They are dragging to the truck an old man wearing tails and a band around his arm." --> adapted a cord-like tissue connecting two larger parts of an anatomical structure sounds pretty sensible, but..found band+two, and this was pure accident because in text is "TWO months" not related to bound something Comparing words in defiinition with words in context is not enough. Sense must be defined in some way by set of contexts. Example: List of 13 senses from Wordnet for lexem noun “band” + making hierarchy 1. an unofficial association of people or groups 1.1.1 a group of musicians playing popular music for dancing 1.1.2 instrumentalists not including string players 1.1.3 brass ensemble 1.2 group of criminals or evil people<-------added to Wordnet defs 2. a restraint put around something to hold it together (point 2.1 is too detailed I think) 2.1 a thin flat strip or loop of flexible material that goes around or over something else, typically to hold it together or as a decoration 2.1.1 a thin flat strip of flexible material that is worn around the body or one of the limbs (especially to decorate the body) 2.1.2 a cord-like tissue connecting two larger parts of an anatomical structure 2.2 a stripe or stripes of contrasting color 2.2.1 an adornment consisting of a strip of a contrasting color or material 2.2 a driving belt in machinery 2.3 a strip of material attached to the leg of a bird to identify it (as in studies of bird migration) 3. jewelry consisting of a circlet of precious metal (often set with jewels) worn on the finger 4. range ←---- added to Wordnet defs 4.1 a range of frequencies between two limits senses for entity “brass band” 1 = 1.1.3 of “band” senses for entity “rubber band” 1 = 2.1 of “band” Examples (from https://www.d.umn.edu/~ and Opus100): 1. Since birth they have had to fit in two hours of physiotherapy daily in order to survive and their one hope is `a cure" which embryonic research has brought in reach. How can a band of vociferous and woolly-minded objectors deny the hope of life to thousands of young sufferers by stopping this vital research for the sake of a few unformed embryonic cells? 1. You just met the band when you were delivering pizza to the studio? 1.1.1 Meanwhile, the show is nearly over and the band strike up `I Love You Love". 1.1.1 The NME succumbed to The Smiths success by parading a lengthy Smiths interview by Biba Kopf, a writer not known for his enthusiasm for the Smiths. Although hardly succeeding in exposing the conflict between the band's artistic stance and their situation (which was the probable intention), the dual interview of Morrissey and Marr did, for once, produce worthy quotes. 1.1.2 THE Glenn Miller Orchestra turned back the clock for an evening of solid gold nostalgia at the Apollo theatre, Oxford, on Saturday. under the expert direction of band leader Ray McVay perfectly recreated the Miller sound. The voices of Sarah Gilbertson and Tony Mansell were joined by three more from the band as the Moonlight Serenaders to give us the cool harmonies of Miller's original Modernairs. 1.1.3 I welcome this project and wish it every success Meanwhile, men in impeccable dinner suits swapped business cards at a rapid rate while women sporting glamorous cocktail dresses talked among themselves. A regimental brass band played very British tunes as guests enjoyed a sumptuous five-course banquet for which they paid at least #50 a head. 1.1.3 Oh, what song was the marching band playing, by the way? 1.2 Harukoma's band controls the passage of the village. 1.2 Today, freedom shall ring loud and clear as Olivia Pope's band of lawbreakers must explain their involvement in the Jeannine Locke cover-up. 1.2 He succumbed to a band of ruffians led by a scoundrel called Lagardère. 1.2 Brylov's band has been reported in the area. 2. It had a Smallville Savings and Loan band on it. 2.1 Eee-aww! Now, the Alice band has already perished, so I want you to treat those as though they're made of porcelain. 2.1 And the rubber band on the ball. ←-- this maybe not “band” but “rubber band” but sense is one, two lexems 2.1.1 The victims are Hungarian Jews who arrived at Auschwitz in 1944 to be murdered &dash. all 400,000 of them in just two months, consumed by the gas chambers at the rate of 21,000 a day even though the crematoria could not cope. They are dragging to the truck an old man wearing tails and a band around his arm. 2.2 She stood for a moment before her tiny, packed closet. The lighter clothes were narrow bands of color randomly distributed in the woollier press of darker skirts and coats, forming a pattern like a spectrograph. 2.2.1 Nobody is going to accept a beard and a green band round the turban and a few pious phrases (or even a lot of them!) as proof. 4 But no judge was unsympathetic to the dilemma in which a natural mother found herself. Mr McCormick submitted that if any one of the mother's reasons was possibly valid then it could not be said that the mother's refusal to consent was outside the reasonable band. 4. (confusion with 1) Nothing that emerged from either of these companies ever seemed particularly daring, imaginative or stirring. Similarly, after the first wave of enthusiasm for the films from Channel 4 had died down, it was clear that its drama director, David Rose, was more interested in television drama than cinema. British filmmakers were working in too narrow an aesthetic band, defined largely by television and at no point making any connection to the cinema culture that had last flourished in the late 1940s. 4.1 The example of the police radios shows the relative permanence of being allocated a piece of spectrum &dash. radios and other broadcasting equipment, whether for entertainment or communication, are designed to sort out what it wants to pick up from the rest of the signal. To perform well it has to be tightly targeted to cope with quite a narrow band of frequencies. 4.1 As an initial step the levels of emissions in the FM frequency band (76 o 108 MHz) shall be measured at the vehicle broadcast radio antenna with an average detector. 4.1 Frequency plan for the 169,4 - 169,8125 MHz radio spectrum band count =1 of “brass band” Rules (are needed, but difficult to define!) 1. band of, can met 1.1.1 near “strike up”; band's artistic stance 1.1.3 names: big band 1.1.3 names : brass, marching 1.2. band name is people name’s, band of [ruffians, criminals, thiefs,.. 2.band on it, 2.1 rubber band,can be perished 2.1.1 around arm 2.2 bands of color 2.1.band round 4 reasonable band,narrow band 4.1 band of frequencies,frequency, radio, spectrum Translation to Polish (need point to sense, not only lexem) 1.grupa 1.1.1 zespół 1.1.2 band (jazz, swing) 1.1.3 orkiestra 1.2 banda 2 opaska 2.1 opaska.“rubber band” – gumka recepturka 2.2 pasek 2.3 opaska 4. zakres 4.1 pasmo, zakres Note: rules are better not for senses independent from lexems but distinguish between definitions for one lexem in many languages (Polish zamek=castle,lock,zip) Thus, due to rules, is unneeded main dictionary of senses without lexems, but needed lexems divided to senses and linked to other senses inside lexems in other languages. Best regards, Andrzej wt., 4 sie 2020 o 00:46 Arthur Smith &lt;arthurpsmith(a)gmail.com&gt; napisał(a):