GPT 5.6 Sol

Closest matchClaude Fable 5
Blend score44.6%

Circular relationship tree

GPT 4.1 Nano Qwen3 30B A3B Gemini 2.5 Flash Lite GPT OSS 20B Mistral Nemo Gemma 3 4B IT Grok 4 Fast GPT 4o Mini GLM 4.6 Llama 4 Scout Claude Fable 5 Kimi K3 Claude Opus 4.8 Claude Sonnet 5 Inkling Grok 4.5 Gemini 3.1 Pro GLM 5.2 DeepSeek V4 Pro GPT 5.6 Sol

Similar models

  1. 01Claude Fable 544.6%
  2. 02Kimi K344.2%
  3. 03Claude Opus 4.843.1%
  4. 04Claude Sonnet 540.4%
  5. 05Grok 4.539.5%
  6. 06DeepSeek V4 Pro36.6%
  7. 07Inkling36.1%
  8. 08GLM 5.235.7%
  9. 09Gemini 3.1 Pro34.2%
  10. 10Llama 4 Scout5.6%
  11. 11GPT 4o Mini2.4%
  12. 12Gemma 3 4B IT2.0%
  13. 13Qwen3 30B A3B2.0%
  14. 14GPT 4.1 Nano1.8%
  15. 15Gemini 2.5 Flash Lite1.2%
  16. 16Mistral Nemo1.0%
  17. 17GPT OSS 20B0.9%
  18. 18GLM 4.60.7%
  19. 19Grok 4 Fast0.3%

Head to head

GPT 5.6 SolOpenAI · 100 outputs
vs
DeepSeek V4 ProDeepSeek · 100 outputs
View DeepSeek V4 Pro profile
Blend score36.6%
650 onlyGPT 5.6 Sol750 shared650 onlyDeepSeek V4 Pro

GPT 5.6 Solonly650

  1. at the sameessays · 3-gram53×
  2. the same timeessays · 3-gram53×
  3. for this reasonessays · 3-gram23×
  4. should not beessays · 3-gram24×
  5. the importance ofessays · 3-gram20×
  6. are more likelyessays · 3-gram27×
  7. be able toessays · 3-gram26×
  8. for example aessays · 3-gram18×
  9. the most importantessays · 3-gram18×
  10. is especially importantessays · 3-gram17×
  11. as a resultessays · 3-gram16×
  12. should also beessays · 3-gram16×
  13. and access toessays · 3-gram17×
  14. it can alsoessays · 3-gram15×
  15. especially important becauseessays · 3-gram13×
  16. is equally importantessays · 3-gram13×
  17. the number ofessays · 3-gram13×
  18. may also beessays · 3-gram16×
  19. the relationship betweenessays · 3-gram14×
  20. be treated asessays · 3-gram13×
  21. does not meanessays · 3-gram12×
  22. rather than merelyessays · 3-gram12×
  23. to respond toessays · 3-gram12×
  24. the company toessays · 3-gram17×
  25. is therefore notessays · 3-gram14×
  26. must also beessays · 3-gram12×
  27. not mean thatessays · 3-gram11×
  28. not simply aessays · 3-gram11×
  29. the possibility ofessays · 3-gram11×
  30. when it isessays · 3-gram11×
  31. part of theessays · 3-gram11×
  32. in this wayessays · 3-gram10×
  33. they do notessays · 3-gram10×
  34. the belief thatessays · 3-gram10×
  35. they may alsoessays · 3-gram10×
  36. a central roleessays · 3-gram9×
  37. based on theessays · 3-gram9×
  38. but they canessays · 3-gram9×
  39. central role inessays · 3-gram9×
  40. rather than relyingessays · 3-gram9×
  41. confidence in theessays · 3-gram10×
  42. depends on theessays · 3-gram10×
  43. much of theessays · 3-gram10×
  44. environment in whichessays · 3-gram9×
  45. it may alsoessays · 3-gram9×
  46. may not beessays · 3-gram9×
  47. refers to theessays · 3-gram9×
  48. but also byessays · 3-gram8×
  49. central to theessays · 3-gram8×
  50. depending on theessays · 3-gram8×
  51. does not guaranteeessays · 3-gram8×
  52. during periods ofessays · 3-gram8×
  53. in response toessays · 3-gram8×
  54. is another centralessays · 3-gram8×
  55. is essential toessays · 3-gram8×
  56. may lead toessays · 3-gram8×
  57. not only byessays · 3-gram8×
  58. parts of theessays · 3-gram8×
  59. rather than asessays · 3-gram8×
  60. the effects ofessays · 3-gram8×
  61. goods and servicesessays · 3-gram13×
  62. and ensure thatessays · 3-gram8×
  63. are likely toessays · 3-gram8×
  64. social and economicessays · 3-gram8×
  65. a broad rangeessays · 3-gram7×
  66. an opportunity toessays · 3-gram7×
  67. and respect foressays · 3-gram7×
  68. are equally importantessays · 3-gram7×
  69. be understood asessays · 3-gram7×
  70. broad range ofessays · 3-gram7×
  71. but also onessays · 3-gram7×
  72. but they areessays · 3-gram7×
  73. can also beessays · 3-gram7×
  74. can also improveessays · 3-gram7×
  75. contribute to theessays · 3-gram7×
  76. contributes to theessays · 3-gram7×
  77. does not alwaysessays · 3-gram7×
  78. essential to theessays · 3-gram7×
  79. is central toessays · 3-gram7×
  80. is more likelyessays · 3-gram7×
  81. is therefore aessays · 3-gram7×
  82. must therefore balanceessays · 3-gram7×
  83. not be treatedessays · 3-gram7×
  84. rather than anessays · 3-gram7×
  85. rather than theessays · 3-gram7×
  86. should therefore beessays · 3-gram7×
  87. the most significantessays · 3-gram7×
  88. therefore not simplyessays · 3-gram7×
  89. treated as aessays · 3-gram7×
  90. long term growthessays · 3-gram8×
  91. a person whoessays · 3-gram7×
  92. be used toessays · 3-gram7×
  93. but it doesessays · 3-gram7×
  94. does not requireessays · 3-gram7×
  95. in health careessays · 3-gram7×
  96. must be ableessays · 3-gram7×
  97. the range ofessays · 3-gram7×
  98. a company mayessays · 3-gram6×
  99. according to theessays · 3-gram6×
  100. and contribute toessays · 3-gram6×
  101. and public institutionsessays · 3-gram6×
  102. and the publicessays · 3-gram6×
  103. are especially importantessays · 3-gram6×
  104. associated with theessays · 3-gram6×
  105. be viewed asessays · 3-gram6×
  106. begins with aessays · 3-gram6×
  107. but it alsoessays · 3-gram6×
  108. can be understoodessays · 3-gram6×
  109. closely connected toessays · 3-gram6×
  110. decision making andessays · 3-gram6×
  111. does not necessarilyessays · 3-gram6×
  112. essential part ofessays · 3-gram6×
  113. evaluated according toessays · 3-gram6×
  114. for example mayessays · 3-gram6×
  115. health care andessays · 3-gram6×
  116. is an importantessays · 3-gram6×
  117. is important becauseessays · 3-gram6×
  118. is intended toessays · 3-gram6×
  119. is not enoughessays · 3-gram6×
  120. is particularly importantessays · 3-gram6×
  121. it could alsoessays · 3-gram6×
  122. it may beessays · 3-gram6×
  123. may arise fromessays · 3-gram6×
  124. may therefore beessays · 3-gram6×
  125. measures such asessays · 3-gram6×
  126. more than theessays · 3-gram6×
  127. not merely toessays · 3-gram6×
  128. not only onessays · 3-gram6×
  129. on a singleessays · 3-gram6×
  130. part of aessays · 3-gram6×
  131. requires more thanessays · 3-gram6×
  132. same time theessays · 3-gram6×
  133. simply a matteressays · 3-gram6×
  134. the amount ofessays · 3-gram6×
  135. the difference betweenessays · 3-gram6×
  136. the middle eastessays · 3-gram6×
  137. the principle ofessays · 3-gram6×
  138. the result ofessays · 3-gram6×
  139. the strength ofessays · 3-gram6×
  140. they can alsoessays · 3-gram6×
  141. to changes inessays · 3-gram6×
  142. of the populationessays · 3-gram9×
  143. a foundation foressays · 3-gram6×
  144. but it canessays · 3-gram6×
  145. can contribute toessays · 3-gram6×
  146. culture in whichessays · 3-gram6×
  147. does not automaticallyessays · 3-gram6×
  148. has also becomeessays · 3-gram6×
  149. information will beessays · 3-gram6×
  150. it difficult toessays · 3-gram6×
  151. it possible toessays · 3-gram6×
  152. likely to beessays · 3-gram6×
  153. most effective whenessays · 3-gram6×
  154. prevent them fromessays · 3-gram6×
  155. the company hasessays · 3-gram6×
  156. the purpose ofessays · 3-gram6×
  157. to ask questionsessays · 3-gram6×
  158. may beessays · 2-gram124×
  159. should beessays · 2-gram133×
  160. same timeessays · 2-gram53×
  161. access toessays · 2-gram85×
  162. can alsoessays · 2-gram77×
  163. may alsoessays · 2-gram85×
  164. and otheressays · 2-gram68×
  165. but theyessays · 2-gram59×
  166. in whichessays · 2-gram66×
  167. do notessays · 2-gram55×
  168. also beessays · 2-gram54×
  169. it alsoessays · 2-gram45×
  170. it canessays · 2-gram56×
  171. should notessays · 2-gram55×
  172. according toessays · 2-gram48×
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  174. because itessays · 2-gram43×
  175. part ofessays · 2-gram41×
  176. associated withessays · 2-gram38×
  177. is oneessays · 2-gram38×
  178. must alsoessays · 2-gram37×
  179. likely toessays · 2-gram56×
  180. depends onessays · 2-gram45×
  181. should alsoessays · 2-gram41×
  182. may notessays · 2-gram39×
  183. when theessays · 2-gram39×
  184. not simplyessays · 2-gram34×
  185. they canessays · 2-gram45×
  186. can reduceessays · 2-gram39×
  187. not beessays · 2-gram39×
  188. contribute toessays · 2-gram38×
  189. is especiallyessays · 2-gram32×
  190. an importantessays · 2-gram31×
  191. difficult toessays · 2-gram33×
  192. because theyessays · 2-gram37×
  193. need toessays · 2-gram35×
  194. respond toessays · 2-gram33×
  195. must thereforeessays · 2-gram31×
  196. and moreessays · 2-gram29×
  197. especially importantessays · 2-gram28×
  198. able toessays · 2-gram35×
  199. cannot beessays · 2-gram30×
  200. over timeessays · 2-gram30×
  201. resources andessays · 2-gram30×
  202. a centralessays · 2-gram29×
  203. decision makingessays · 2-gram29×
  204. important becauseessays · 2-gram29×
  205. is anotheressays · 2-gram29×
  206. to improveessays · 2-gram28×
  207. they mayessays · 2-gram38×
  208. a strongessays · 2-gram27×
  209. to respondessays · 2-gram27×
  210. they alsoessays · 2-gram26×
  211. equally importantessays · 2-gram25×
  212. them toessays · 2-gram35×
  213. can helpessays · 2-gram30×
  214. forms ofessays · 2-gram28×
  215. not alwaysessays · 2-gram28×
  216. role inessays · 2-gram28×
  217. to identifyessays · 2-gram28×
  218. instead ofessays · 2-gram26×
  219. it mayessays · 2-gram32×
  220. changes inessays · 2-gram31×
  221. can createessays · 2-gram29×
  222. can makeessays · 2-gram28×
  223. opportunities foressays · 2-gram28×
  224. ensure thatessays · 2-gram27×
  225. should thereforeessays · 2-gram26×
  226. even whenessays · 2-gram25×
  227. treated asessays · 2-gram24×
  228. for thisessays · 2-gram23×
  229. this reasonessays · 2-gram23×
  230. more likelyessays · 2-gram37×
  231. could beessays · 2-gram34×
  232. both theessays · 2-gram27×
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  234. capable ofessays · 2-gram26×
  235. lead toessays · 2-gram26×
  236. as wellessays · 2-gram24×
  237. than theessays · 2-gram24×
  238. most importantessays · 2-gram23×
  239. the companyessays · 2-gram107×
  240. did notessays · 2-gram51×
  241. are moreessays · 2-gram32×
  242. and publicessays · 2-gram30×
  243. a largeessays · 2-gram26×
  244. is oftenessays · 2-gram24×
  245. because theessays · 2-gram23×
  246. can provideessays · 2-gram23×
  247. so thatessays · 2-gram23×
  248. create aessays · 2-gram22×
  249. the organizationessays · 2-gram42×
  250. during theessays · 2-gram35×
  251. a majoressays · 2-gram29×
  252. people whoessays · 2-gram24×
  253. to reduceessays · 2-gram23×
  254. attention toessays · 2-gram22×
  255. central toessays · 2-gram22×
  256. reduce theessays · 2-gram22×
  257. a broadessays · 2-gram21×
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  259. importance ofessays · 2-gram21×
  260. is equallyessays · 2-gram21×
  261. is particularlyessays · 2-gram21×
  262. not necessarilyessays · 2-gram20×
  263. value ofessays · 2-gram28×
  264. if theessays · 2-gram27×
  265. when theyessays · 2-gram26×
  266. when itessays · 2-gram23×
  267. and createessays · 2-gram22×
  268. to createessays · 2-gram22×
  269. to provideessays · 2-gram22×
  270. known asessays · 2-gram21×
  271. source ofessays · 2-gram21×
  272. time andessays · 2-gram21×
  273. be treatedessays · 2-gram20×
  274. the importanceessays · 2-gram20×
  275. therefore beessays · 2-gram20×
  276. the needessays · 2-gram19×
  277. and economicessays · 2-gram25×
  278. information andessays · 2-gram24×
  279. depend onessays · 2-gram22×
  280. systems andessays · 2-gram22×
  281. they mustessays · 2-gram21×
  282. importantessays · word214×
  283. especiallyessays · word100×
  284. althoughessays · word108×
  285. severalessays · word95×
  286. improveessays · word128×
  287. helpessays · word98×
  288. requireessays · word86×
  289. identifyessays · word75×
  290. neverthelessessays · word61×
  291. difficultessays · word78×
  292. respondessays · word78×
  293. problemsessays · word74×
  294. produceessays · word73×
  295. reliableessays · word50×
  296. possibleessays · word64×
  297. strengthenessays · word60×
  298. resultessays · word54×
  299. appropriateessays · word72×
  300. generallyessays · word62×
  301. dependsessays · word60×
  302. valuableessays · word60×
  303. developessays · word64×
  304. receiveessays · word59×
  305. increaseessays · word71×
  306. methodsessays · word62×
  307. responsibilitiesessays · word62×
  308. activitiesessays · word70×
  309. availableessays · word54×
  310. associatedessays · word40×
  311. proceduresessays · word59×
  312. accordingessays · word48×
  313. contributeessays · word47×
  314. maintainessays · word47×
  315. carefulessays · word41×
  316. responsibleessays · word49×
  317. additionalessays · word44×
  318. establishessays · word44×
  319. affectessays · word43×
  320. treatedessays · word39×
  321. transportationessays · word56×
  322. connectedessays · word50×
  323. avoidessays · word42×
  324. seriousessays · word42×
  325. equipmentessays · word65×
  326. encourageessays · word47×
  327. carefullyessays · word44×
  328. requirementsessays · word41×
  329. customersessays · word173×
  330. conflictessays · word54×
  331. uncertaintyessays · word53×
  332. explainessays · word50×
  333. helpsessays · word49×
  334. relevantessays · word47×
  335. changingessays · word45×
  336. usefulessays · word41×
  337. appearessays · word38×
  338. excessiveessays · word37×
  339. importanceessays · word33×
  340. benefitessays · word44×
  341. quicklyessays · word40×
  342. reasonessays · word33×
  343. workersessays · word139×
  344. familiesessays · word41×
  345. circumstancesessays · word38×
  346. recognizeessays · word37×
  347. followessays · word36×
  348. consequentlyessays · word30×
  349. pricesessays · word111×
  350. leadersessays · word71×
  351. employmentessays · word54×
  352. communicateessays · word43×
  353. expectedessays · word42×
  354. preserveessays · word38×
  355. relatedessays · word36×
  356. continueessays · word35×
  357. accurateessays · word34×
  358. examineessays · word34×
  359. difficultiesessays · word33×
  360. weakenessays · word33×
  361. combinedessays · word31×
  362. foodessays · word59×
  363. assistanceessays · word45×
  364. differencesessays · word40×
  365. interestsessays · word38×
  366. intendedessays · word34×
  367. meanessays · word34×
  368. strongeressays · word32×
  369. ariseessays · word30×
  370. operateessays · word30×
  371. managersessays · word61×
  372. facilitiesessays · word58×
  373. membersessays · word44×
  374. similaressays · word37×
  375. performessays · word36×
  376. ableessays · word35×
  377. dependessays · word34×
  378. possessessays · word34×
  379. determineessays · word33×
  380. encouragedessays · word33×
  381. evaluateessays · word33×
  382. stillessays · word32×
  383. increasedessays · word31×
  384. wideressays · word31×
  385. enoughessays · word29×
  386. includesessays · word29×
  387. usuallyessays · word29×
  388. commercialessays · word51×
  389. damageessays · word43×
  390. ordinaryessays · word34×
  391. participateessays · word33×
  392. compareessays · word30×
  393. exchangeessays · word55×
  394. choicesessays · word33×
  395. expandedessays · word32×
  396. limitsessays · word30×
  397. technologiesessays · word30×
  398. visibleessays · word30×
  399. assumptionsessays · word29×
  400. poorlyessays · word26×
  401. rapidlyessays · word26×
  402. governmentsessays · word55×
  403. workplaceessays · word43×
  404. cooperationessays · word42×
  405. countryessays · word42×
  406. participationessays · word41×
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  408. smalleressays · word35×
  409. administrativeessays · word34×
  410. flexibleessays · word31×
  411. gainessays · word26×
  412. meetessays · word26×
  413. necessarilyessays · word23×
  414. relativelyessays · word33×
  415. harmessays · word32×
  416. continuedessays · word30×
  417. reachessays · word30×
  418. regularessays · word30×
  419. temporaryessays · word30×
  420. helpedessays · word28×
  421. commonlyessays · word27×
  422. controlledessays · word27×
  423. monitoressays · word27×
  424. developingessays · word25×
  425. givesessays · word25×
  426. waysessays · word25×
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  428. replaceessays · word23×
  429. rulesessays · word45×
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  432. advantagesessays · word31×
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  436. initiallyessays · word28×
  437. supportsessays · word28×
  438. increasingessays · word27×
  439. beginessays · word26×
  440. featureessays · word26×
  441. supportedessays · word26×
  442. combineessays · word25×
  443. casesessays · word24×
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  445. closelyessays · word21×
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  448. selectedessays · word31×
  449. independentessays · word29×
  450. evaluatedessays · word27×
  451. ideasessays · word27×
  452. locationessays · word26×
  453. accountessays · word25×
  454. expressessays · word25×
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  456. eventuallyessays · word24×
  457. expandessays · word24×
  458. lastingessays · word24×
  459. unnecessaryessays · word24×
  460. separateessays · word23×
  461. sinceessays · word23×
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  463. assessessays · word22×
  464. contributesessays · word22×
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  466. involvingessays · word22×
  467. providedessays · word22×
  468. despiteessays · word21×
  469. combiningessays · word20×
  470. studentsessays · word143×
  471. incomeessays · word42×
  472. controlsessays · word34×
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  474. numberessays · word31×
  475. demonstrateessays · word29×
  476. evaluationessays · word27×
  477. promoteessays · word26×
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  481. approachesessays · word24×
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  491. helpingessays · word22×
  492. strengthensessays · word22×
  493. extendessays · word21×
  494. growingessays · word21×
  495. occuressays · word21×
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  497. distinguishessays · word19×
  498. solveessays · word19×
  499. monitoringessays · word60×
  500. countriesessays · word35×
  501. fairessays · word35×
  502. traditionsessays · word32×
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  505. lawsessays · word26×
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  511. sufficientessays · word22×
  512. enablesessays · word21×
  513. improvedessays · word21×
  514. repeatedessays · word21×
  515. responsesessays · word21×
  516. everydayessays · word19×
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  518. involvedessays · word19×
  519. numerousessays · word19×
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  521. schoolsessays · word51×
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  524. independenceessays · word33×
  525. industriesessays · word30×
  526. payessays · word27×
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  528. categoriesessays · word26×
  529. manageessays · word26×
  530. offeredessays · word24×
  531. assessmentessays · word21×
  532. obtainessays · word21×
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  534. strengthsessays · word21×
  535. becomingessays · word20×
  536. contributedessays · word20×
  537. easilyessays · word20×
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  541. alternativesessays · word19×
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  545. littleessays · word19×
  546. originalessays · word19×
  547. respondingessays · word19×
  548. showsessays · word19×
  549. transformessays · word19×
  550. introduceessays · word18×
  551. possibilityessays · word18×
  552. fasteressays · word17×
  553. reflectsessays · word17×
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  584. intenseessays · word17×
  585. organizeessays · word17×
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  589. movementsessays · word52×
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  599. propertyessays · word23×
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  602. functionsessays · word22×
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  613. correctessays · word19×
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  646. unequalessays · word21×
  647. enteressays · word20×
  648. reportingessays · word20×
  649. committedessays · word19×
  650. legitimateessays · word19×

Shared750

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  9. the cost ofessays · 3-gram17×13×
  10. it is aessays · 3-gram15×62×
  11. and long termessays · 3-gram13×9×
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  15. is not merelyessays · 3-gram11×47×
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  18. in the unitedessays · 3-gram11×15×
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  22. the development ofessays · 3-gram9×10×
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  24. a sense ofessays · 3-gram9×23×
  25. the foundation ofessays · 3-gram9×7×
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  27. the risk ofessays · 3-gram8×16×
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  34. the long termessays · 3-gram7×13×
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  38. to build aessays · 3-gram6×7×
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  40. the right toessays · 3-gram8×10×
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DeepSeek V4 Proonly650

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Same prompt, two outputs

14 of 100
Input prompt

Write the original essay for the following summary: Human multitasking can be described as a characteristic that stands for people being capable of completing more than one task at the same time. Even though it derives from computer-based multitasking, it is different because human contexts tend to switch more often than their digital counterparts. Accordingly, insufficient attention causes humans to lose focus and spend more time instead ( The ability to train to multitask is a relevant research question that is addressed to help humans improve coordination and avoid interruptions.

Document similarity6.0%
GPT 5.6 Sol1,189 words
Human Multitasking: Attention, Task Switching, and the Possibility of Training Human multitasking is commonly understood as the ability to perform more than one task at the same time. In everyday life, people often describe themselves as multitasking when they answer emails during a meeting, prepare food while talking on the phone, or move between several work assignments in a short period. The term was originally associated with computers, which can manage multiple processes by distributing resources and rapidly alternating among operations. However, human multitasking differs significantly from computer-based multitasking. While a computer can schedule tasks with extraordinary speed and precision, the human mind has limited attentional resources. What appears to be simultaneous human activity is therefore often a process of repeatedly switching attention from one task to another. Some forms of genuine simultaneous performance are possible, especially when one activity has become automatic. A person may walk while holding a conversation because walking usually requires little conscious attention. Similarly, an experienced driver may be able to operate basic vehicle controls while listening to music. Difficulties arise when two or more activities require active thought, decision-making, memory, or careful perception. Writing a report while participating meaningfully in a discussion, for example, places competing demands on the same cognitive resources. Rather than processing both tasks fully at once, the brain shifts between them, giving each only a portion of its attention. This rapid movement is known as task switching. Although it can create the impression of productivity, every switch carries a cognitive cost. When people leave one task and begin another, they must recall the new task’s goal, identify its rules, determine what has already been completed, and decide what to do next. If they return to the original task later, the same process occurs again. These transitions may last only a few seconds, but their cumulative effect can be considerable. A person who frequently checks messages while writing may spend far longer completing the document than someone who works without interruption. The cost of switching also appears in the quality of performance. Divided attention increases the likelihood of overlooking details, misunderstanding information, and making avoidable mistakes. This problem is particularly serious in situations involving safety. A driver speaking on a phone may keep both hands on the wheel and still fail to notice a hazard because the conversation consumes mental attention. In medicine, aviation, industrial work, and other high-risk fields, poorly managed multitasking can have consequences far more severe than reduced productivity. Human attention is not simply a matter of looking at something; it determines what information is consciously processed and used. Memory is another important factor. Working memory allows people to hold and manipulate a limited amount of information for a short period. Complex tasks depend heavily on this system. When an interruption introduces new information, some of the material related to the first task may be displaced or forgotten. After returning, the individual may struggle to remember the previous line of reasoning or the next intended action. This phenomenon helps explain why interruptions can be especially damaging during writing, programming, calculation, planning, or problem-solving. Even a brief distraction may break a chain of thought that took much longer to construct. Despite these limitations, multitasking is frequently encouraged by modern environments. Digital devices deliver messages, alerts, updates, and reminders throughout the day. Many workplaces expect employees to respond quickly while also managing meetings, documents, calls, and deadlines. Students often study with multiple applications open, alternating between academic material and social communication. Such conditions can make constant switching feel normal or even necessary. People may also mistake busyness for effectiveness: responding to several small demands produces an immediate sense of activity, while sustained work on a difficult problem may seem slower despite creating greater value. Whether people can train themselves to multitask more effectively is therefore an important research question. Practice can improve performance in certain circumstances. Repeated experience with a task can make some of its components more automatic, reducing the amount of conscious attention they require. Training can also help individuals recognize patterns, prioritize information, and coordinate related actions more efficiently. For example, experienced professionals may appear to manage multiple demands effortlessly because they have developed routines and learned which signals require immediate attention. Their success, however, does not necessarily mean that their basic attentional capacity has expanded. It may instead reflect greater expertise, better organization, and faster decisions within a familiar environment. Research on multitasking training suggests that improvements are often specific rather than universal. A person may become better at combining two practiced activities without gaining a general ability to handle any pair of tasks. Training on one type of visual or memory exercise may produce limited benefits when the person encounters very different demands. This limitation is important because it challenges the idea that multitasking is a single skill that can be strengthened in the same way as a muscle. Human cognition consists of multiple systems, and success depends on the nature of the tasks, their difficulty, the degree to which they compete for the same resources, and the individual’s experience. Consequently, the most effective training may focus not on doing everything simultaneously but on controlling attention and coordinating transitions. People can learn to group similar tasks, establish priorities, and complete demanding work in protected periods. They can also reduce unnecessary notifications, schedule specific times for email, and create visible reminders before leaving a task. Recording the next intended step makes it easier to resume work after an unavoidable interruption. Short checklists can provide similar support in complex professional settings, preventing important actions from being forgotten during periods of high demand. Training can also improve awareness of attentional limits. Individuals often overestimate their capacity to multitask because they notice how much they are doing but not how accurately or efficiently they are doing it. Comparing completion times and error rates under focused and interrupted conditions can reveal the hidden costs of switching. This knowledge encourages more deliberate choices. Not every interruption is harmful, and some situations genuinely require responsiveness. The goal is to distinguish urgent demands from distractions that merely feel urgent. Organizations also influence multitasking behavior. Individual discipline has limited value when a workplace rewards immediate replies, schedules excessive meetings, or constantly redirects employees. Effective coordination therefore requires shared practices, such as clear communication channels, realistic response expectations, protected focus time, and defined procedures for emergencies. Designing systems around human cognitive limitations is often more successful than expecting individuals to overcome those limitations through effort alone. Human multitasking is thus less a power to perform several demanding activities simultaneously than an ability to allocate attention among competing goals. Because each change of context requires mental adjustment, frequent switching can waste time, weaken memory, reduce accuracy, and increase stress. Practice may improve coordination, particularly when it creates automatic routines or expertise, but evidence does not support an unlimited, general capacity for simultaneous thought. The most useful form of multitasking training teaches people to manage attention, organize transitions, and prevent unnecessary interruptions. By understanding how the mind actually operates, individuals and institutions can replace the appearance of constant activity with more focused, reliable, and productive performance.
DeepSeek V4 Pro1,429 words
Human beings have long prided themselves on their apparent capacity to juggle multiple tasks simultaneously. In an era of constant connectivity and relentless demands on our time, the ability to answer emails while participating in a conference call, or to cook dinner while helping children with homework, seems not just advantageous but essential. This phenomenon, commonly termed multitasking, describes the performance of more than one task at the same time. Though the term itself is borrowed from the world of computing, human multitasking is a far more complex and fragile process than its digital counterpart, marked by rapid context switching, degraded attention, and a persistent inefficiency that has prompted researchers to ask a compelling question: can we train ourselves to do it better? The conceptual roots of multitasking lie in computer science, where a single central processing unit appears to execute multiple processes concurrently by dividing its time rapidly among them. Computers achieve this through disciplined, deterministic scheduling algorithms that allocate precise slices of processing power, ensuring that no task is neglected. Human brains, however, operate on fundamentally different principles. When people attempt to multitask, they are not truly processing multiple streams of information in parallel in most cases. Instead, they engage in task switching, frantically redirecting their cognitive resources from one activity to another. Unlike a computer, which can store the exact state of a task in a small, efficient packet of data called a context, the human brain must laboriously reconstruct its mental context each time it switches focus. We must recall where we left off in a sentence, re-establish our spatial orientation on a page, or reignite the chain of associations needed to solve a problem. This contextual reconstruction is metabolically expensive, time-consuming, and inherently prone to error, accounting for the profound difference between smooth digital concurrency and halting human fragmentation. The primary culprit undermining human multitasking is the severe limitation of our attentional resources. Attention is not an infinite, divisible substance; it is a narrow spotlight that can illuminate only a small portion of the external world and our internal landscape at any given moment. When we insist on illuminating two scenes at once, the beam splinters, leaving both in a half-light. This bottleneck manifests in what psychologists call the dual-task interference effect. When two tasks demand conscious attention, they compete for shared cognitive bandwidth, and performance on at least one of them invariably suffers. Reaction times lengthen, error rates climb, and the quality of output diminishes. The situation is even more dire when the tasks tap into the same sensory or cognitive modality, such as trying to read an article while listening to a conversation. Both rely on verbal processing, and they effectively block each other, forcing the brain into a rapid, inefficient oscillation rather than a harmonious duet. Contrary to the intuitive feeling of heightened productivity, a wealth of experimental evidence demonstrates that multitasking typically costs more time than it saves. The repeated need to reorient and reconstruct mental contexts creates a "switching cost" that accumulates with every interruption. A seminal study by David Meyer and his colleagues at the University of Michigan found that even brief and seemingly trivial mental blocks created by switching between tasks can consume as much as 40 percent of a person’s productive time. This loss is not merely a matter of seconds; it scales with the complexity and novelty of the tasks at hand. A worker who checks a notification during a writing task may lose not only the seconds spent reading the message but also the minutes required to rebuild the intricate mental model of the argument they were constructing. Over the course of a day, these micro-delays cascade into substantial deficits in overall throughput, turning the multitasker into an engine of waste rather than an exemplar of efficiency. This reality naturally leads to the pivotal research question embedded in the summary: given the pervasive demands of modern life, can training mitigate the costs of multitasking? Is it possible, through deliberate practice, to improve our coordination, reduce the switching penalty, and inoculate ourselves against the worst effects of interruption? This question has given rise to a vibrant and often contentious field of study. Some early investigations held out a grain of hope, suggesting that extensive practice on specific task combinations could lead to near-automatic performance, freeing up the central executive. For instance, research on skilled typists showed that after thousands of hours, the act of transcribing words can become so fluent that it can coexist with a secondary task like shadowing speech, at least within narrow bounds. This is because the primary task has been "compiled" into a set of procedures that bypass the bottleneck of conscious attention, a process not unlike a computer offloading tasks to a dedicated coprocessor. The ability to train for multitasking, however, appears stubbornly domain-specific and limited. While one can become highly adept at combining a particular set of tasks—a pianist simultaneously reading sheet music, coordinating two hands, and operating pedals—this virtuosity does not generalize to a broad, trainable "multitasking faculty." The brain does not appear to possess a single, all-purpose switching muscle that can be strengthened through generic drills. Studies that employ computerized cognitive training programs, often touted as brain training, have largely failed to produce far-transfer effects. A participant may improve their score on a game that requires tracking multiple moving objects, but this improvement rarely translates into a measurably enhanced ability to, say, write a coherent report while fielding instant messages about an unrelated project. The core attentional bottleneck remains intact; only the specific choreography of a well-rehearsed routine becomes more fluid. Moreover, the quest to train multitasking faces a formidable opponent in the form of individual differences, particularly those related to working memory capacity and executive function. A substantial body of work, much of it led by cognitive psychologists like Randall Engle and Andrew Conway, has shown that individuals with higher working memory spans are better at managing dual-task situations, not because they can multitask in the true parallel sense, but because they are more adept at maintaining their primary goal and more resistant to distraction. They are essentially better at not multitasking, at using their superior executive control to filter out irrelevant information and lock the spotlight of attention onto a single, priority target. This finding suggests an intriguing inversion of the training hypothesis: perhaps the most effective way to enhance performance in a multitasking world is not to practice switching but to cultivate the discipline of sustained, focused attention and the metacognitive awareness to recognize when we are about to fracture our own concentration. The design of our technological environment further complicates the picture. Many modern interfaces are engineered precisely to hijack our attention, triggering orienting responses with notifications and alerts that bypass our intentional control. Any attempt to train multitasking resilience must therefore contend with the fact that we are not merely dealing with neutral tasks but with potent, dopamine-driven reward loops designed to make single-tasking feel punishingly slow and unrewarding by comparison. An effective approach to improving human coordination and avoiding interruption may therefore lie far less in trying to upgrade the brain’s flawed firmware and much more in restructuring the environment. Strategies such as time-blocking, disabling notifications, and creating physical or digital spaces dedicated to single-task focus can be seen as a form of external cognitive scaffolding. They do not fix the brain’s switching cost, but they protect it from being incurred in the first place. In conclusion, human multitasking is a seductive but ultimately deceptive analog of a computer process. What we call multitasking is in fact a fragile sequence of rapid context switches, each one exacting a toll on our limited attentional resources, leading to a net increase in time spent and a net decrease in the quality of our work. The effort to answer the question of whether we can train to multitask effectively has yielded a nuanced and largely sobering answer: while we can indeed automatize highly specific task combinations through exhaustive practice, we cannot fundamentally upgrade our brain’s capacity for parallel conscious processing. The far more promising path to improved coordination and resistance to interruption is to acknowledge our cognitive architecture rather than fight it. By cultivating an ethic of deep, absorbed attention and by redesigning our workspaces to protect that focus, we can reclaim the productivity that multitasking so persuasively promises, but perpetually fails to deliver. The truest form of mastery over our complex world is not learning to do everything at once, but the wisdom to do one thing at a time, entirely and well.