sentence-transformers How to use robzchhangte/e5-base-mizo with sentence-transformers:
from sentence_transformers import SentenceTransformer
model = SentenceTransformer("robzchhangte/e5-base-mizo")
sentences = [
"query: Strawberry thei hralhna atang hian sum engzat nge an hlawh?",
"passage: HUR NAWN (Repeat Breeder) Bawng nu chu a lo hur a, a pa chi tha tak pek pawh a a railoh a, tum thum emaw a aia tam a hur nawn leh chuan hurnawn ‘Repeat Breeder’an ti thin. Hetianga hunnawn fo nachhan hi a pa chi leh a nu chi a intawn (Fertilizer) loh vang emaw a nu chi leh a pa chi intawng pawh nise a note inseam tir a thih leh thin vang a ni thin. Hetianga a lo awm theihna chhan leh enkawl dan tlem lo tarlang ila. A.Chhul leh chikawng vel piangsual :- 1) Chhul kawngka (cervix) emaw chhul emaw chikawng emaw awmlo. 2) Chhul (uterus) chhung piangsual 3) Chhul kawngka phui. Enkawl dan : Hetiang avanga hur nawn a nih chuan enkawl a sawt vak loh avangin talh mai tur ani. B. A nu chi emaw a pa chi emaw tha lo. A nu chi lian/te lutuk, a chi hliam, Chromosome tha lo, DNA tlem, a pa chi (Sperm) pian dik lo. Enkawl dan : Hetiang pawh hi enkawl a harsa a, a pa chi lam that loh a nih avangin a pa kan hman kha thlak mai tur. C. A nu chi chhuak tlai or a chi chhuak lo (Delayed Ovulation or Unovulation) VETSMAG ISSUE No. 23 RANVULH PUITU JAN - MARCH, 2026 11 Bawng hurtawp lam or a hur atanga darker 15-17 velah a nu chi alo chhuak chauh a.",
"passage: Chumi hmarakna ah chuan Department atanga dav'n tur chihran-g hrang input component in tanpuina pek ur,.,i u, u, hlawhtling viau a ni. Nikum zbts-a strawâberry rah seng atanga ṭune thla lT\"rg.u an pawisa lakluh chu Rs. 22,20,000/- (cheng nuaiiawmf,nih pahnih leh singthum) vel a ni. Mi thenkhatin a chi ir,r*\".rileh a wine te an hralhna atangin sum cheng Rs. 20,80,000.00/- ( nuaih iawmhnih leh singriat) hmuhchhuah a ni bawk. Tichuan avaiin Rs. i3,1 0,000.00 (nuaih sawmli puihr* leh singkhat )hmuhchhuah a ni. 8,mo.m 2,M.CN Chhanpenga Lalrinchhana sl. IUc. 1 2 3 4 5 6 7 8 9 10 rL 72 13 14 15 L6 !7 18 Henltleiturtrirg H;:'rf Jonathana Zarn-erthanga o,m.0 6,m.m HCZhnuna J.Zadunga CSangdrhuna HC|-alduhzoya 1lOO.m Peldaranna tm.m Hcvanthiauva 15,m.O Benjanina Suitei 3r\"9@.00 45,2m.m 2s,mo.m t6,0m.m 5,500.00 5,50.m 4500.00 2,00.m !1,mom B,4s0.m D.Lalsanrra Tin, mi 18-in tun kum kai mekah (201,4-2015) hetiang hian strawberry rah an hralh atanga an sum lakluh dan chu a ni. A rah seng atanga sum an hmuh G3.n : Hei bakah hia., u Peng (runner) leh wine an hralhna atangin Rs.23-24 an lei chhuak a, kumin 2016 chhungin cheng nuai Rs. 5.047 an lei leh tawh ani. Horticulture Department chuan 10 Km. ah hian tun hma atangin kawng hrang hrangah hma alo la tawh a, kum 2014-2A15 ah strawberry atan bik hetiang hian tanpuina a pek dan chu a ni. 1. CommunitY Water Tank - 1 2. Individual Water Tank 3. Geomembrane 4.",
"passage: Horticulture Minister Pu PC Lalthanliana chuan an Strawberry tam vek mi 22 hnenah an Terrace laihna tur atanga 50% in mi pakhat zelah Rs.24,970/-a pe hlawm a. A vaiin Rs.5,49,340/-tanpuina a sem chhuak a ni. Pu PC. Lalthanliana chuan NEDP tanpuina sem programme-ah thu sawiin, NEDP chu tang puina tih a kan lo sawi tawh thin angin, No-aotlah-III a Strawberry chingtute hi mi tang, rinawm tak leh taima taka hnathawk thin in nih tih sawrkarin a hria che u a, in harsatna tawhah pawi kan ti a, nangmahni tanpui turin ke kan lo pen vat a ni. Kuthnathawktu rinawm leh taima, tih tak tak a hnathawktu te laka sawrkar rilru put hmang leh thleibik a neih lo ziah chu No-aotlah-III a Strawberry chingtu te hi a hre chiang bertu tur in ni. Rinawm tak leh Tihtak takna nena hna thawktu tanpui tur hian sawrkar hi a inkau reng a ni, a ti. Strawberry chingtu ten Strawberry hlawhtling taka an thar lai hmupui turin Horticulture Minister hian nikum lamah khan No-aotlah-III hi a lo tlawh tawh a. Tuna harsatna an tawh mek lai hmuhpui tura an mahni a tlawh leh hlawm chuan No-aotlah-III a kuthnathawktute a ti lawmin, an thlamuan phah hle a. Minister Pu PC.Lalthanliana'n kut hnathawktute a ngaituah zia leh an hma a ngaihzia a lang chiang hle a ni, an ti."
]
embeddings = model.encode(sentences)
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [4, 4] 
