Tree-Diagram/setfit_crop_disease_model_v1

SetFit with sentence-transformers/all-MiniLM-L12-v2

This is a SetFit model that can be used for Text Classification. This SetFit model uses sentence-transformers/all-MiniLM-L12-v2 as the Sentence Transformer embedding model. A LogisticRegression instance is used for classification.

The model has been trained using an efficient few-shot learning technique that involves:

1. Fine-tuning a Sentence Transformer with contrastive learning.
2. Training a classification head with features from the fine-tuned Sentence Transformer.

Model Details

Model Description

• Model Type: SetFit
• Sentence Transformer body: sentence-transformers/all-MiniLM-L12-v2
• Classification head: a LogisticRegression instance
• Maximum Sequence Length: 128 tokens
• Number of Classes: 66 classes

Model Sources

• Repository: SetFit on GitHub
• Paper: Efficient Few-Shot Learning Without Prompts
• Blogpost: SetFit: Efficient Few-Shot Learning Without Prompts

Model Labels

Label	Examples
26	'the plant shows bore holes in leaves chewed leaves frass visible insects present stunted growth and yellowing leaves leaves chewed bore holes into stem with brownish substances on the leaves insects seen and plant becomes stunted leaves chewed bore holes into stem with brownish substances on the leaves insects seen and plant becomes stunted' 'the plant shows bore holes in leaves chewed leaves frass visible and insects present maize leaves are chewed and holes made into them as frases of yellowish to greyish masses are found in the funnel leaves and worm seen when the whorls are opened maize leaves are chewed and holes made into them as frases of yellowish to greyish masses are found in the funnel leaves and worm seen when the whorls are opened' 'the plant shows chewed leaves frass visible and insects present leaves were chewed and also the worm hide in the whorle of the maize plant with frass leaves were chewed and also the worm hide in the whorle of the maize plant with frass'
42	'bore holes the insect feeds on the grain destroying the embryoand creating holes into the grain as well as making craking noise in storage freasses and dust off are seen in the store the insect feeds on the grain destroying the embryoand creating holes into the grain as well as making craking noise in storage freasses and dust off are seen in the store' 'the plant shows bore holes in leaves chewed leaves and insects present chewed and bored holes in the maize chewed and bored holes in the maize' 'the plant shows bore holes in leaves frass visible and insects present chewed maize seeds with white frass in the maize chewed maize seeds with white frass in the maize'
31	'the plant shows wilting and yellowing leaves drooping of the leaf petioles lower leaves turns yellow vertical cut through the stem revealed chocolate brown discoloration drooping of the leaf petioles lower leaves turns yellow vertical cut through the stem revealed chocolate brown discoloration' 'the plant shows wilting and yellowing leaves wilting of the plants older leaves turn yellow and the plant later dies drooping of the leavse petioles vertical cut through the stem reveals chocolate brown discoloration wilting of the plants older leaves turn yellow and the plant later dies drooping of the leavse petioles vertical cut through the stem reveals chocolate brown discoloration' 'wilted slight vein clearing yellowing and drooping of the leaf petioles lower leaves turned yellow and die a vertical cut through the stem revealed chocolate brown discolouration slight vein clearing yellowing and drooping of the leaf petioles lower leaves turned yellow and die a vertical cut through the stem revealed chocolate brown discolouration'
15	'yellow mosaic pattern on leaves distortion and twisting of leaves mosaic pattern on leaves distortion and twisting of leaves' 'the plant shows distorted growth mosaic and stunted growth leaves are distorted and reduced in size plant growth stunted chlorotic patches in leaves poor yield leaves are distorted and reduced in size plant growth stunted chlorotic patches in leaves poor yield' 'the plant shows streak stunted growth and yellowing leaves yellowish mottled appearance on the leaves brown streaks appear on the stems of the cassava plant and stunting dry brown black knotty cassava tuber yellowish mottled appearance on the leaves brown streaks appear on the stems of the cassava plant and stunting dry brown black knotty cassava tuber'
23	'the plant shows drying and wilting stembase look dark water soaked and later wilt and dies stembase look dark water soaked and later wilt and dies' 'the plant shows rots and wilting sudden wilting of emerged seedlings and dying from rot near the soil line sudden wilting of emerged seedlings and dying from rot near the soil line' 'the plant shows leaf fall leaf spot and rots wilting collapse and death of seedlings dark stems around the base and brown rotten roots wilting collapse and death of seedlings dark stems around the base and brown rotten roots'
65	'the plant shows insects present stunted growth and yellowing leaves infested leaves are crumpled curled and yellowed others have taken the shape of a candle groups of white insects gathered on underside of leaves but readily move about with the slightest shake infested leaves are crumpled curled and yellowed others have taken the shape of a candle groups of white insects gathered on underside of leaves but readily move about with the slightest shake' 'insect seen insect seen insect seen' 'insect seen white waxy substance and sooty mold on the surface of the leaf white waxy substance and sooty mold on the surface of the leaf'
6	'the plant shows drying and wilting the whole tomato plant wilted and got dried the whole tomato plant wilted and got dried' 'the plant shows drying leaf fall stunted growth and wilting wilting of younger leaves discoloured tissue dieing of whole plant wilting of younger leaves discoloured tissue dieing of whole plant' 'wilted rapid wilting and death of entire plant no discolouring of leaves branches wilt at the same time rapid wilting and death of entire plant no discolouring of leaves branches wilt at the same time'
17	'the plant shows bore holes in leaves frass visible and insects present holes are bored into the stems of the maize plants by stem borers with frases found on the stems as seedlings wilt on stand holes are bored into the stems of the maize plants by stem borers with frases found on the stems as seedlings wilt on stand' 'the plant shows bore holes in leaves chewed leaves frass visible and insects present chewed parts of leaves with holes at the shoots of maize plants with yellowish brown frass found with leave chewed parts of leaves with holes at the shoots of maize plants with yellowish brown frass found with leave' 'the plant shows bore holes in leaves and chewed leaves stem borer caterpillar bore hole into the maize plants and some also chewed the leaves frass seen all over the plant with dark green colouration stem borer caterpillar bore hole into the maize plants and some also chewed the leaves frass seen all over the plant with dark green colouration'
20	'insect seen stemborers stemborers' 'the plant shows bore holes in leaves chewed leaves distorted growth and insects present the affected plants have severely chewed and distorted leaves there are some insects seen on the affected plants both on the leaves and in the stems there are holes found in some of the affected plants the affected plants have severely chewed and distorted leaves there are some insects seen on the affected plants both on the leaves and in the stems there are holes found in some of the affected plants' 'dying of the terminal leaves dying of the terminal leaves'
3	'the plant shows chewed leaves and insects present insects found on the stem and leaves insects found on the stem and leaves' 'the plant shows insects present and yellowing leaves black soft bodied insects gathered under leaves and apex shoot tips few leaves turn yellow and dry out black soft bodied insects gathered under leaves and apex shoot tips few leaves turn yellow and dry out' 'the plant shows chewed leaves frass visible insects present and webbing the caterpillars feeds on the underside of the leaves and cover themselves with webs which become covered with dirt and excrement the caterpillars feeds on the underside of the leaves and cover themselves with webs which become covered with dirt and excrement'
14	'surface growth whitish organisms on the unndersurface of leaves and around shoot tips internodes malformed and shortened whitish organisms on the unndersurface of leaves and around shoot tips internodes malformed and shortened' 'oval in shape with wingless structures soft surrounded by a cotten wool like mass oval in shape with wingless structures soft surrounded by a cotten wool like mass' 'the plant shows distorted growth leaf fall stunted growth and wilting black sooty muold growth found on the leaves and stems ant s also seen on the plant and whitish substance found on the leaves black sooty muold growth found on the leaves and stems ant s also seen on the plant and whitish substance found on the leaves'
5	'the plant shows leaf spot and mosaic leaves have spots leave blotch leaves have spots leave blotch' 'small round and irregular dark green and brownish spots are seen on the fruits small round and irregular dark green and brownish spots are seen on the fruits' 'leaf fall leaves turn brown water soaked lesions and leaves edge looks scorch black spots leaves turn brown water soaked lesions and leaves edge looks scorch black spots'
55	'the plant shows rots and wilting white fungal growth seen on the stem near the soil surface wilting of the leaves with no prior yellowing white fungal growth seen on the stem near the soil surface wilting of the leaves with no prior yellowing' 'the plant shows wilting and yellowing leaves rottening of stem leaves wilt rottening of stem leaves wilt' 'fruit lesion appear dark greasy spots which enlarge until the entire fruit is invaded and a thin white weft covers the fruit lesions it later leads to fruit disnitegration fruit lesion appear dark greasy spots which enlarge until the entire fruit is invaded and a thin white weft covers the fruit lesions it later leads to fruit disnitegration'
16	'the plant shows dieback leaf fall rots and wilting wilting of leaves storage roots swells up and become watery wilting of leaves storage roots swells up and become watery' 'rots wet and soft rot of tubers with a bad smell possible fans of fungal hyphae on lower stems wet and soft rot of tubers with a bad smell possible fans of fungal hyphae on lower stems' 'the plant shows dieback leaf fall rots and wilting wilting of leaves even in the wet season shoot or stem dieback storage roots swells up and become watery wilting of leaves even in the wet season shoot or stem dieback storage roots swells up and become watery'
8	'rots fruits gets rotten at the bottom end low level of calcium nutrient fruits gets rotten at the bottom end low level of calcium nutrient' 'staining the fruits have become dark flattened with leathering appearing spots the fruits have become dark flattened with leathering appearing spots' 'the plant shows wilting and yellowing leaves dark sunken circular rot at the bottom of fruit which speads continously dark sunken circular rot at the bottom of fruit which speads continously'
39	'the plant shows leaf spot and yellowing leaves small light centered spots with yellow margins small light centered spots with yellow margins' 'the plant shows chewed leaves wilting and yellowing leaves leaves were chewed by insects yellowing of leaves with spots leaves were chewed by insects yellowing of leaves with spots' 'the plant shows leaf fall and rots rottening of tubers and pre mature falling of leaves rottening of tubers and pre mature falling of leaves'
24	'leaves have folded slightly downwards at tip leaves have folded slightly downwards at tip' 'distorted plants are looks good but with lees tubers plants are looks good but with lees tubers' 'stunted abnormal colour of leaves with stunted growth plants also look unhealthy abnormal colour of leaves with stunted growth plants also look unhealthy'
49	'poor ripening poor ripening' 'the plant shows bore holes in leaves and yellowing leaves yellowed and distorted leaves yellowed and distorted leaves' 'the plant shows stunted growth and wilting the growth of the plants is not encouraging stunted growth the growth of the plants is not encouraging stunted growth'
40	'chewed caterpillars bore holes into the stem of the maize plant with some of the leaves chewed caterpillars bore holes into the stem of the maize plant with some of the leaves chewed' 'the plant shows bore holes in leaves drying rots and yellowing leaves holes are created on maize stems the growing parts whorl is seen rotten and drying up which some of the plant are already dead holes are created on maize stems the growing parts whorl is seen rotten and drying up which some of the plant are already dead' 'the plant shows bore holes in leaves and chewed leaves several leaves of the maize plant chewed and stems bored by worms when cut through caterpillars are seen in the stem several leaves of the maize plant chewed and stems bored by worms when cut through caterpillars are seen in the stem'
2	'the plant shows leaf spot and rots small fruits water soaked sunken blackish spot on fruits and leaves root rot small fruits water soaked sunken blackish spot on fruits and leaves root rot' 'rots sunken water soaked circular rotting spots on fruits either open ccracks causing gereral rots sunken water soaked circular rotting spots on fruits either open ccracks causing gereral rots' 'the plant shows leaf spot and rots rots and cracks observed on fruits rots and cracks observed on fruits'
10	'the plant shows bore holes in leaves drying rots and yellowing leaves wilting and drooping of tender shoots occur small holes observed on fruits below the calyx finally rotten of fruits wilting and drooping of tender shoots occur small holes observed on fruits below the calyx finally rotten of fruits' 'the plant shows chewed leaves and frass visible leaves of maize plants chewed by caterpillars of fall army worms leaves of maize plants chewed by caterpillars of fall army worms' 'rots mature fruits get rotten at harvesting mature fruits get rotten at harvesting'
1	'grains looks mouldy grains looks mouldy' 'yellow yellowish grain with powdery substance on it yellowish grain with powdery substance on it' 'the plant shows rots and yellowing leaves yellowish green powder on shelled maize grains in the store contaminated grains have no special smell holes on maize created by weevils yellowish green powder on shelled maize grains in the store contaminated grains have no special smell holes on maize created by weevils'
56	'the plant shows insects present and webbing webbing like substances and some tiny insects were on the tomato leaves as a result the leaves become pale and yellowed webbing like substances and some tiny insects were on the tomato leaves as a result the leaves become pale and yellowed' 'the plant shows bore holes in leaves insects present leaf fall wilting and yellowing leaves spider mites suck the sap of the plant causing mottling of the upper leaf surface infested leaves show a white to yellowish speckling and then eventually turn bronze and fall off as the infestation becomes heavy high infestations cause defoliation spider mites suck the sap of the plant causing mottling of the upper leaf surface infested leaves show a white to yellowish speckling and then eventually turn bronze and fall off as the infestation becomes heavy high infestations cause defoliation' 'the plant shows distorted growth insects present mite seen red webbing and wilting presence of an insect on the underside and tip of leaves presence of webbing white or yellow red speckles on leaves severely infected leaves become distorted presence of an insect on the underside and tip of leaves presence of webbing white or yellow red speckles on leaves severely infected leaves become distorted'
37	'the plant shows distorted growth stunted growth and yellowing leaves leaves are curled upwards distortion of the leaves stunted growth shooting leaves turned light yellow leaves are curled upwards distortion of the leaves stunted growth shooting leaves turned light yellow' 'yellow yellowish curled leaves in diseased tomato plants affected leaves become hardened and stunted deeply affected plants die yellowish curled leaves in diseased tomato plants affected leaves become hardened and stunted deeply affected plants die' 'the plant shows stunted growth and yellowing leaves leaves curled turn yellow plants are stunted uprooted once indicate there are no nematodes leaves curled turn yellow plants are stunted uprooted once indicate there are no nematodes'
25	'the plant shows bore holes in leaves dieback distorted growth leaf fall staining surface growth and yellowing leaves chocolate brown patches on under the surface of leaves sunken area on fruits foliage wither and decay chocolate brown patches on under the surface of leaves sunken area on fruits foliage wither and decay' 'the plant shows drying and leaf spot brown irregular spots on leaves and fruits yellow leaves around the spots brown irregular spots on leaves and fruits yellow leaves around the spots' 'the plant shows blistered and leaf spot brownish black angular spots with concentric circles on leaflets lesions on stems and fruits brownish black angular spots with concentric circles on leaflets lesions on stems and fruits'
0	'the plant shows stunted growth and yellowing leaves plants becoming yellowing the growth is not encouraging plants becoming yellowing the growth is not encouraging' 'the plant shows stunted growth and yellowing leaves plants are looking yellow and growth not the best plants are looking yellow and growth not the best' 'chewed the plant is broken and the stem chewed the plant is broken and the stem chewed'
27	'the fruitfly puncture the fruit and lay eggs under the skin small spots are created on the skin and fruit sap leaks the eggs hatch into whitish maggots the maggots feed on the fruit flesh causing ripening and rot the fruitfly puncture the fruit and lay eggs under the skin small spots are created on the skin and fruit sap leaks the eggs hatch into whitish maggots the maggots feed on the fruit flesh causing ripening and rot' 'bore holes presence of sticky sap on cocoa tree bark attacked branches loose their leaves dry out and die off presence of silk threads on branches presence of sticky sap on cocoa tree bark attacked branches loose their leaves dry out and die off presence of silk threads on branches' 'the plant shows streak and wilting soft black spotted ovi punctures on the fruits soft black spotted ovi punctures on the fruits'
30	'the plant shows leaf spot wilting and yellowing leaves little leaves wilted and yellowing of leaves black leaf spot little leaves wilted and yellowing of leaves black leaf spot' 'insect seen flower and fruits drop flower and fruits drop' 'rots tuber rot starting from the middle portions of the tuber tuber rot starting from the middle portions of the tuber'
36	'wilted green water soaked spots which turn into irregular brown necrotic lesions on leaves brown lesions develop on the fruits and stems in the later stage of the disease wilting and fruit looks like it has been cooked when harvested green water soaked spots which turn into irregular brown necrotic lesions on leaves brown lesions develop on the fruits and stems in the later stage of the disease wilting and fruit looks like it has been cooked when harvested' 'the plant shows leaf spot and staining there are irregular greenish water soaked lesions on the leaves and the stems of the tomatoes plants there are irregular greenish water soaked lesions on the leaves and the stems of the tomatoes plants' 'drying small irregular shape pale brown patches with water soakings infected fruits have ovle brown irregular patches with rough surfaces small irregular shape pale brown patches with water soakings infected fruits have ovle brown irregular patches with rough surfaces'
38	'insect seen insect observed under the leaves creating whitish lines on the leaves insect observed under the leaves creating whitish lines on the leaves' 'webbing lines drown on leaves lines drown on leaves' 'tomato leaves appears to be tunnelled through leaving lesions and holes on them tomato leaves appears to be tunnelled through leaving lesions and holes on them'
41	'the plant shows streak and yellowing leaves light yellow lines seen along length of leaves light yellow lines seen along length of leaves' 'the plant shows stunted growth and yellowing leaves narrow white to yellowish streaks on the leaves of the affected plant stunted growth with undersized cobs or no yield at all narrow white to yellowish streaks on the leaves of the affected plant stunted growth with undersized cobs or no yield at all' 'the plant shows streak and yellowing leaves chlorosis with broken yellow streaks along the veins of fully elongated leaves the lesion seen along the veins of young leaves yellowing of affected leaves chlorosis with broken yellow streaks along the veins of fully elongated leaves the lesion seen along the veins of young leaves yellowing of affected leaves'
46	'rots there are cracks in ripen tomato fruits with sunken fruits stalks development of concentric rings on stem there are cracks in ripen tomato fruits with sunken fruits stalks development of concentric rings on stem' 'staining mould in harvested grain the grains produces heat and fermented smell as well as changes from natural whitish to yellow colour or gray mould colour mould in harvested grain the grains produces heat and fermented smell as well as changes from natural whitish to yellow colour or gray mould colour' 'the plant shows leaf spot and yellowing leaves marked light green to yellowish patches seen on upper leaf surface of affected leaves the patches are without clear edges spores seen on lower surface of affectd leaves as brownish powdery layer marked light green to yellowish patches seen on upper leaf surface of affected leaves the patches are without clear edges spores seen on lower surface of affectd leaves as brownish powdery layer'
47	'the plant shows galls swellings stunted growth wilting and yellowing leaves stunted grownth grownth sudden wilting galls on root stunted grownth grownth sudden wilting galls on root' 'the plant shows galls swellings and wilting leaves and young stems drop down galls found around root areas or root swelling leaves and young stems drop down galls found around root areas or root swelling' 'the plant shows galls swellings and wilting whole plant wilts leading to the drying of fruits when the plant was uprooted galls were formed on the roots whole plant wilts leading to the drying of fruits when the plant was uprooted galls were formed on the roots'
57	'bore holes the edges of the leaves dies and dry up the edges of the leaves dies and dry up' 'the plant shows chewed leaves and distorted growth birds feeding on maize while dryed on the field birds feeding on maize while dryed on the field' 'the plant shows bore holes in leaves chewed leaves frass visible and insects present window pane on tender leaves frass in the funnel and whorl window pane on tender leaves frass in the funnel and whorl'
50	'the plant shows chewed leaves and staining grains are chewed grains are stained with urine and faeces grains are chewed grains are stained with urine and faeces' 'the plant shows chewed leaves and insects present 1 whitish powdery substance found 2 broken grains with holes in it 3 grains look yellowish brown 1 whitish powdery substance found 2 broken grains with holes in it 3 grains look yellowish brown' 'insect seen rodents chew the roots and cause further rot rodents chew the roots and cause further rot'
19	'bore holes bored holes seen on affected grains affected grains rendered powdery by weevils bored holes seen on affected grains affected grains rendered powdery by weevils' 'the plant shows dieback distorted growth and stunted growth leaves are hard looks stunted and showing discolouration leaves are hard looks stunted and showing discolouration' 'when they mixed the sulphate of ammonia into water and spray the tomatoes the flowers breaks and falls when they mixed the sulphate of ammonia into water and spray the tomatoes the flowers breaks and falls'
54	'the plant shows distorted growth galls swellings and stunted growth anomalous leafy structures on tassels corn ears are aborted and galls of the smutted ears are covered initially by creamy white membranes anomalous leafy structures on tassels corn ears are aborted and galls of the smutted ears are covered initially by creamy white membranes' 'galls or tumour seen on the cobs insides the gall are powdery black made up of masses of spores cobs formation are poor galls or tumour seen on the cobs insides the gall are powdery black made up of masses of spores cobs formation are poor' 'the plant shows chewed leaves and insects present blackish galls form seen on ear of grains blackish galls form seen on ear of grains'
32	'yellow all leaves consumed by some insects all leaves consumed by some insects' 'chewed 1 vigorous feeding by both nymphs and adult grasshoppers reduces maize to bare stems 2 plant becomes wilted and thin 3 grasshoppers deposits faeces on leaf surface 1 vigorous feeding by both nymphs and adult grasshoppers reduces maize to bare stems 2 plant becomes wilted and thin 3 grasshoppers deposits faeces on leaf surface' 'the plant shows chewed leaves distorted growth and leaf fall leaves look pale and whitish chewed parts with little leaves on branches leaves look pale and whitish chewed parts with little leaves on branches'
13	'leaf spot water soaked lesions on leaves water soaked lesions on leaves' 'the plant shows dieback leaf spot and staining leaves have soaked lesions and gummy exudates leaves have soaked lesions and gummy exudates' 'the plant shows bore holes in leaves dieback distorted growth leaf fall staining and surface growth brown dark water soaked or blight patches seen on leaves brown gums on petioles stem leaves or stem brown dark water soaked or blight patches seen on leaves brown gums on petioles stem leaves or stem'
11	'rots brown green or grey rot on both ripe and unripe fruits affected parts shows brown like rings that alternate inside each other the rings have watery margins which cover half of the fruit brown green or grey rot on both ripe and unripe fruits affected parts shows brown like rings that alternate inside each other the rings have watery margins which cover half of the fruit' 'the plant shows leaf spot and staining the leaves are irregular and greenisgh water soaked lesions and whitish growth around the margin of the spots the leaves are irregular and greenisgh water soaked lesions and whitish growth around the margin of the spots' 'rots bull s eye pattern of dark brown rotten of tomato fruits espercially those closer or touches the soil the affected parts show brown like rings that alternates inside each other bull s eye pattern of dark brown rotten of tomato fruits espercially those closer or touches the soil the affected parts show brown like rings that alternates inside each other'
9	'the plant shows bore holes in leaves insects present and rots rotten of fruits holes on fruits with insects found in it poor fruit formation rotten of fruits holes on fruits with insects found in it poor fruit formation' 'bore holes holes are seen on fruits holes are seen on fruits' 'bore holes holes have been boredin fruits holes have been boredin fruits'
35	'chewed insects bores into maize grains making neat round holes and produce large quantities of grain dust insects bores into maize grains making neat round holes and produce large quantities of grain dust' 'grains are attacked at the storage house by larger grains borer grains are attacked at the storage house by larger grains borer' 'insect seen grain borer seen on maize cob parts of the cob chewed by the grain borer grain borer seen on maize cob parts of the cob chewed by the grain borer'
44	'the plant shows drying and mosaic leaves and stems dries up entirely leaves and stems dries up entirely' 'streak maize streak maize streak' 'the plant shows distorted growth and yellowing leaves yellow distorted and little leaves yellow distorted and little leaves'
43	'the plant shows distorted growth insects present and witches broom' 'the plant shows distorted growth and insects present shoot tips have bunchy tops presence of sooty moulds on shoots and tips curlings of the margins of leaves shoot tips have bunchy tops presence of sooty moulds on shoots and tips curlings of the margins of leaves' 'the plant shows insects present leaf fall staining stunted growth and yellowing leaves cassava is attacked by some white cotton like fluffy insects which are found in cluster under the leaf surface branches and stems this results in stunting of plant yield reduction loss of vigor smallness of leaves with leaf fall cassava is attacked by some white cotton like fluffy insects which are found in cluster under the leaf surface branches and stems this results in stunting of plant yield reduction loss of vigor smallness of leaves with leaf fall'
18	'the plant shows leaf spot and wilting brownish spots are found on the leaves making photosynthesis very difficult tomatoes plant begin to wilt brownish spots are found on the leaves making photosynthesis very difficult tomatoes plant begin to wilt' 'the plant shows drying leaf spot wilting and yellowing leaves small necrotic spot on leaves wilting of leaves plant death small necrotic spot on leaves wilting of leaves plant death' 'the plant shows blistered and leaf spot small necrotic spots on leaves spots expand to retangular lesions which later turn grayish lesion have parrel edge blighting of leaves small necrotic spots on leaves spots expand to retangular lesions which later turn grayish lesion have parrel edge blighting of leaves'
4	'leaf spot black and yellow spots on leaves black and yellow spots on leaves' 'wilted wilted and dies off wilted and dies off' 'mosaic large brown blotches on leaves affected leaves tissue die andbrown petoiles and shoots infected with cassava bacteria blight large brown blotches on leaves affected leaves tissue die andbrown petoiles and shoots infected with cassava bacteria blight'
28	'rots dark brown sunken spot on fruits dark brown sunken spot on fruits' 'rots rots of ripe tomato fruits both harvested and matured on the field rots of ripe tomato fruits both harvested and matured on the field' 'stunted fruits drop prematurely fruits drop prematurely'
45	'chewed larvae of a moth seen inside the maize funnel and has chewed maize leaves leavin the mid vein larvae of a moth seen inside the maize funnel and has chewed maize leaves leavin the mid vein' 'chewed larvae of a moth found in the maize funnel and has chewed leaves leavin frass on it larvae of a moth found in the maize funnel and has chewed leaves leavin frass on it' 'chewed the larvae of the moth seen in the crown of the maize plant the leaves are chewed leaving the vein starting with the mid leaves the larvae of the moth seen in the crown of the maize plant the leaves are chewed leaving the vein starting with the mid leaves'
34	'insect seen the insect feed on interior of the grain leaving only the hulls there are flour like grain dust infested grains have holes in which adult weevils emerge when grains are placed in water it floats there is heat or an increase in temperature with flour smell or odour emanating from the stored grains the insect feed on interior of the grain leaving only the hulls there are flour like grain dust infested grains have holes in which adult weevils emerge when grains are placed in water it floats there is heat or an increase in temperature with flour smell or odour emanating from the stored grains' 'insect seen the insect feed on interior of the grain leaving only the hulls there are flour like grain dust infested grains have holes in which adult weevils emerge when grains are placed in water it floats there is heat or an increase in temperature with flour smell or odour emanating from the stored grains the insect feed on interior of the grain leaving only the hulls there are flour like grain dust infested grains have holes in which adult weevils emerge when grains are placed in water it floats there is heat or an increase in temperature with flour smell or odour emanating from the stored grains' 'insect seen the insect feed on interior of the grain leaving only the hulls there are flour like grain dust infested grains have holes in which adult weevils emerge when grains are placed in water it floats there is heat or an increase in temperature with flour smell or odour emanating from the stored grains the insect feed on interior of the grain leaving only the hulls there are flour like grain dust infested grains have holes in which adult weevils emerge when grains are placed in water it floats there is heat or an increase in temperature with flour smell or odour emanating from the stored grains'
53	'leaf spot water soaked spot seen on the leaves and leaves are brownish at the centre water soaked spot seen on the leaves and leaves are brownish at the centre' 'the plant shows leaf spot and yellowing leaves 1 small dark brown spots are observed on leaves 2 affected leaves die and drop off 1 small dark brown spots are observed on leaves 2 affected leaves die and drop off' 'insect seen whitish brown eggs and whitish adult flies on the underside of young leaves the white insects resettle soon after the plant is shaken yellowing symptoms on lower leaves of the plant sooty mould and ant activity as this ants feed on honeydew produced by this whiteflies whitish brown eggs and whitish adult flies on the underside of young leaves the white insects resettle soon after the plant is shaken yellowing symptoms on lower leaves of the plant sooty mould and ant activity as this ants feed on honeydew produced by this whiteflies'
52	'leaf spot small elongated scattered and dark red brownish pustules formed on both the upper and lower sides of the leaf small elongated scattered and dark red brownish pustules formed on both the upper and lower sides of the leaf' 'leaf spot small elongated scattered and dark red brownish pustules formed on both the upper and lower sides of the leaf small elongated scattered and dark red brownish pustules formed on both the upper and lower sides of the leaf' 'the plant shows staining streak and yellowing leaves small chlorotic spots on leaves small chlorotic spots on leaves'
48	'the plant shows stunted growth and yellowing leaves some insects are under the leaves of the garden eggs with web like substances some insects are under the leaves of the garden eggs with web like substances' 'the plant shows stunted growth and yellowing leaves maize plants looking pale yellow and short lower or old leaves becoming yellowish and eventually dying stunted growth maize plants looking pale yellow and short lower or old leaves becoming yellowish and eventually dying stunted growth' 'the plant shows stunted growth and wilting plants wilt and grow retardedly plants wilt and grow retardedly'
61	'leaf spot presence of small brown spots on leaves presence of small brown spots on leaves' 'the plant shows leaf spot and yellowing leaves there are brownish dark spots on the leaves of the tomatoes with yellowish colouration there are brownish dark spots on the leaves of the tomatoes with yellowish colouration' 'the plant shows leaf spot and yellowing leaves small yellow spots appear on lower leaves the spots enlarges small yellow spots appear on lower leaves the spots enlarges'
21	'insect seen seedlings being cut off after transplanting seedlings being cut off after transplanting' 'insect seen maize seedlings cut and severed by insects maize seedlings cut and severed by insects' 'insect seen insects feed on the leaves and cut off the succulent part of the plant insects feed on the leaves and cut off the succulent part of the plant'
60	'distorted curling of leaves leaves reduce in size curling of leaves leaves reduce in size' 'yellow the leaves are yellow and mottled the yellowings at the leaf edges the fruits are also small in nature the leaves are yellow and mottled the yellowings at the leaf edges the fruits are also small in nature' 'the sample should marked sign of small leaves which curls and become small the sample should marked sign of small leaves which curls and become small'
33	'rots fruits crack prior to rippening fruits crack prior to rippening' 'fruits cracking fruits cracking' 'fruits have been cracking fruits have been cracking'
22	'the plant shows bore holes in leaves drying frass visible and insects present the leaves are eaten and the whorls funnel s are of the mass of holes ragged edges and larval frass the leaves are eaten and the whorls funnel s are of the mass of holes ragged edges and larval frass' 'chewed 1 maize plants becomes cut off from above the soil at two leaf stage due to cut worm activity 2 some plants close to the end of the farm have become wilted with signs of defoliation 3 cutworm seen in soils when exposed slightly 1 maize plants becomes cut off from above the soil at two leaf stage due to cut worm activity 2 some plants close to the end of the farm have become wilted with signs of defoliation 3 cutworm seen in soils when exposed slightly' 'insect seen leaves of the maize eaten the ear of the maize are of holes ragged edges and larval frass leaves of the maize eaten the ear of the maize are of holes ragged edges and larval frass'
29	'the plant shows bore holes in leaves chewed leaves and insects present presence of caterpillar feeding on the foliage green fruit have bored hole on them affected fruits have deep messy watery internal cavities filled with cast skins and feces frequently in the stem end of the fruit prematured ripen damaged fruit presence of caterpillar feeding on the foliage green fruit have bored hole on them affected fruits have deep messy watery internal cavities filled with cast skins and feces frequently in the stem end of the fruit prematured ripen damaged fruit' 'bore holes presence of caterpillar feeding on the foliage green fruit have bored hole on them affected fruits have deep messy watery internal cavities filled with cast skins and feces frequently in the stem end of the fruit prematured ripen damaged fruit presence of caterpillar feeding on the foliage green fruit have bored hole on them affected fruits have deep messy watery internal cavities filled with cast skins and feces frequently in the stem end of the fruit prematured ripen damaged fruit' 'the plant shows bore holes in leaves and chewed leaves presence of caterpillar feeding on the foliage green fruit have bored hole on them affected fruits have deep messy watery internal cavities filled with cast skins and feces frequently in the stem end of the fruit prematured ripen damaged fruit presence of caterpillar feeding on the foliage green fruit have bored hole on them affected fruits have deep messy watery internal cavities filled with cast skins and feces frequently in the stem end of the fruit prematured ripen damaged fruit'
7	'insect seen flower buds drops aphids seen on flower buds flower buds drops aphids seen on flower buds' 'the plant shows chewed leaves frass visible and insects present some insects like caterpillars chewed leaves of the maize and leaving frass on it some insects like caterpillars chewed leaves of the maize and leaving frass on it' 'galls swellings gallswelling on root stunted gallswelling on root stunted'
63	'the plant shows insects present leaf spot mosaic streak and stunted growth leave curl bronzing and necrotic lesions on leaves and leaf stalks stunting of the whole plant and ringspots on fruit leave curl bronzing and necrotic lesions on leaves and leaf stalks stunting of the whole plant and ringspots on fruit' 'the plant shows stunted growth and yellowing leaves leaf turns yellow and becomes stunted flowers and fruits drop off prematurely eventually the whole plant withers and dies whitish flying insects seen in early mornings leaf turns yellow and becomes stunted flowers and fruits drop off prematurely eventually the whole plant withers and dies whitish flying insects seen in early mornings' 'the plant shows dieback distorted growth wilting and yellowing leaves wilting and yellowing of leaves as well as death from the shoot wilting and yellowing of leaves as well as death from the shoot'
51	'rots tuber showing abnormal colour tuber smelling whitish lessions on tuber tuber showing abnormal colour tuber smelling whitish lessions on tuber' 'rots tuber swollen tuber discoloured tuber rots and smells whitish strips on tuber tuber swollen tuber discoloured tuber rots and smells whitish strips on tuber' 'the plant shows bore holes in leaves galls swellings rots and wilting tuber discoloured tuber showing signs of rotten tuber stinking tuber discoloured tuber showing signs of rotten tuber stinking'
64	'yellow maize infested with weeds maize infested with weeds' 'the plant shows stunted growth and yellowing leaves stunted growth with yellowish colouration of leaves stunted growth with yellowish colouration of leaves' 'the plant shows rots stunted growth and yellowing leaves the farm is full of weeds causing the leaves to be yellowed and stands very stunted the farm is full of weeds causing the leaves to be yellowed and stands very stunted'
12	'drying bush fire destroyed the whole farm bush fire destroyed the whole farm' 'dieback the cassava cuttings have dieback due to bush fire as remaining cuttings stand look like firewood the cassava cuttings have dieback due to bush fire as remaining cuttings stand look like firewood' 'the plant shows dieback and drying the cassava cuttings are dried dieback and burnt to ashes due to bush fire as remaining cuttings look like firewood the cassava cuttings are dried dieback and burnt to ashes due to bush fire as remaining cuttings look like firewood'
58	'insect seen small entrance hole is been found below the ground level of the affected plant the roots are tunneled and termites are found inside the roots of the affected plant is being cleared small entrance hole is been found below the ground level of the affected plant the roots are tunneled and termites are found inside the roots of the affected plant is being cleared' 'the plant shows insects present and wilting presence of termites yellowing and drying of leaves and finally leaves fell off in severe situations the cassava plants break off at the stem base moulded soil are also found on the plants presence of termites yellowing and drying of leaves and finally leaves fell off in severe situations the cassava plants break off at the stem base moulded soil are also found on the plants' 'the plant shows rots and wilting termites seen in the soil chews the tubers affected roots later rots and the plant falls termites seen in the soil chews the tubers affected roots later rots and the plant falls'
59	'the plant shows drying insects present stunted growth and wilting severe flower abortion seedlings become slender and take on a candle shape when plants are disturbed several black slender insects fly away severe flower abortion seedlings become slender and take on a candle shape when plants are disturbed several black slender insects fly away' 'the plant shows chewed leaves and yellowing leaves leaves turn yellow from down to the top tiny scars on leaves leaves turn yellow from down to the top tiny scars on leaves' 'distorted the leaf is distorted because of the presence of trips the leaf is distorted because of the presence of trips'
62	'the plant shows leaf spot and surface growth yellowing and wilting of leaves distorted small leaves fower abortion yellowing and wilting of leaves distorted small leaves fower abortion' 'the plant shows streak stunted growth and yellowing leaves light green or mottled yellowed leaves with rough edges pointed downwards mottled area often appear thicker and raised there is stunted growth with poor fruits set and fruits have small brown streaks light green or mottled yellowed leaves with rough edges pointed downwards mottled area often appear thicker and raised there is stunted growth with poor fruits set and fruits have small brown streaks' 'the plant shows distorted growth and stunted growth mosaic patterns seen on affected leaves affected leaves are stunted distorted leaves that are yellowish green mottling of leaves mosaic patterns seen on affected leaves affected leaves are stunted distorted leaves that are yellowish green mottling of leaves'

Uses

Direct Use for Inference

First install the SetFit library:

pip install setfit

Then you can load this model and run inference.

from setfit import SetFitModel

# Download from the 🤗 Hub
model = SetFitModel.from_pretrained("setfit_model_id")
# Run inference
preds = model("leaf spot small brown leaf spots on surface of tomato leaves small brown leaf spots on surface of tomato leaves")

Training Details

Training Set Metrics

Training set	Min	Median	Max
Word count	4	36.7292	134

Label	Training Sample Count
0	8
1	8
2	8
3	8
4	8
5	8
6	8
7	8
8	8
9	8
10	8
11	8
12	8
13	8
14	8
15	8
16	8
17	8
18	8
19	8
20	8
21	8
22	8
23	8
24	8
25	8
26	8
27	8
28	8
29	8
30	8
31	8
32	8
33	8
34	8
35	8
36	8
37	8
38	8
39	8
40	8
41	8
42	8
43	8
44	8
45	8
46	8
47	8
48	8
49	8
50	8
51	8
52	8
53	8
54	8
55	8
56	8
57	8
58	8
59	8
60	8
61	8
62	8
63	8
64	8
65	8

Training Hyperparameters

• batch_size: (16, 16)
• num_epochs: (1, 1)
• max_steps: -1
• sampling_strategy: oversampling
• num_iterations: 40
• body_learning_rate: (2e-05, 2e-05)
• head_learning_rate: 0.02
• loss: CosineSimilarityLoss
• distance_metric: cosine_distance
• margin: 0.25
• end_to_end: False
• use_amp: False
• warmup_proportion: 0.1
• max_length: 128
• seed: 42
• eval_max_steps: -1
• load_best_model_at_end: False

Training Results

Epoch	Step	Training Loss	Validation Loss
0.0004	1	0.2467	-
0.0189	50	0.239	-
0.0379	100	0.1086	-
0.0568	150	0.1726	-
0.0758	200	0.1412	-
0.0947	250	0.114	-
0.1136	300	0.1081	-
0.1326	350	0.0983	-
0.1515	400	0.0568	-
0.1705	450	0.0769	-
0.1894	500	0.0847	-
0.2083	550	0.0795	-
0.2273	600	0.0659	-
0.2462	650	0.0554	-
0.2652	700	0.0866	-
0.2841	750	0.0795	-
0.3030	800	0.0735	-
0.3220	850	0.1261	-
0.3409	900	0.0486	-
0.3598	950	0.0642	-
0.3788	1000	0.0591	-
0.3977	1050	0.024	-
0.4167	1100	0.0301	-
0.4356	1150	0.0155	-
0.4545	1200	0.0392	-
0.4735	1250	0.0403	-
0.4924	1300	0.0591	-
0.5114	1350	0.0183	-
0.5303	1400	0.0277	-
0.5492	1450	0.0281	-
0.5682	1500	0.028	-
0.5871	1550	0.0403	-
0.6061	1600	0.0286	-
0.625	1650	0.0233	-
0.6439	1700	0.0172	-
0.6629	1750	0.0514	-
0.6818	1800	0.0871	-
0.7008	1850	0.0486	-
0.7197	1900	0.0544	-
0.7386	1950	0.014	-
0.7576	2000	0.0155	-
0.7765	2050	0.0211	-
0.7955	2100	0.0295	-
0.8144	2150	0.0212	-
0.8333	2200	0.0442	-
0.8523	2250	0.0174	-
0.8712	2300	0.0356	-
0.8902	2350	0.0175	-
0.9091	2400	0.01	-
0.9280	2450	0.0842	-
0.9470	2500	0.0255	-
0.9659	2550	0.02	-
0.9848	2600	0.011	-

Framework Versions

• Python: 3.12.13
• SetFit: 1.0.3
• Sentence Transformers: 2.2.2
• Transformers: 4.35.2
• PyTorch: 2.10.0+cu128
• Datasets: 2.14.6
• Tokenizers: 0.15.2

Citation

BibTeX

@article{https://doi.org/10.48550/arxiv.2209.11055,
    doi = {10.48550/ARXIV.2209.11055},
    url = {https://arxiv.org/abs/2209.11055},
    author = {Tunstall, Lewis and Reimers, Nils and Jo, Unso Eun Seo and Bates, Luke and Korat, Daniel and Wasserblat, Moshe and Pereg, Oren},
    keywords = {Computation and Language (cs.CL), FOS: Computer and information sciences, FOS: Computer and information sciences},
    title = {Efficient Few-Shot Learning Without Prompts},
    publisher = {arXiv},
    year = {2022},
    copyright = {Creative Commons Attribution 4.0 International}
}