DeepSeek V4 Pro

Closest matchGLM 5.2
Blend score54.0%

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

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  1. 01GLM 5.254.0%
  2. 02Gemini 3.1 Pro52.8%
  3. 03Kimi K349.7%
  4. 04Claude Fable 549.0%
  5. 05Claude Sonnet 548.7%
  6. 06Grok 4.548.7%
  7. 07Inkling48.3%
  8. 08Claude Opus 4.847.8%
  9. 09GPT 5.6 Sol36.6%
  10. 10Llama 4 Scout7.0%
  11. 11Gemma 3 4B IT4.9%
  12. 12GPT 4o Mini4.5%
  13. 13Qwen3 30B A3B4.3%
  14. 14Gemini 2.5 Flash Lite4.1%
  15. 15GPT 4.1 Nano3.9%
  16. 16GLM 4.63.4%
  17. 17GPT OSS 20B2.7%
  18. 18Mistral Nemo2.6%
  19. 19Grok 4 Fast1.7%

Head to head

DeepSeek V4 ProDeepSeek · 100 outputs
vs
Kimi K3Kimi · 100 outputs
View Kimi K3 profile
Blend score49.7%
470 onlyDeepSeek V4 Pro930 shared470 onlyKimi K3

DeepSeek V4 Proonly470

  1. not just aessays · 3-gram23×
  2. testament to theessays · 3-gram18×
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  7. is a testamentessays · 3-gram13×
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  9. the fabric ofessays · 3-gram13×
  10. was not merelyessays · 3-gram13×
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  12. a cornerstone ofessays · 3-gram12×
  13. rooted in theessays · 3-gram12×
  14. of the humanessays · 3-gram14×
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  26. which in turnessays · 3-gram10×
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  50. the bedrock ofessays · 3-gram8×
  51. the gap betweenessays · 3-gram8×
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  59. the implementation ofessays · 3-gram8×
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  63. does not merelyessays · 3-gram7×
  64. is a dynamicessays · 3-gram7×
  65. is a livingessays · 3-gram7×
  66. is a powerfulessays · 3-gram7×
  67. it must beessays · 3-gram7×
  68. its capacity toessays · 3-gram7×
  69. lens through whichessays · 3-gram7×
  70. multifaceted nature ofessays · 3-gram7×
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  73. the expense ofessays · 3-gram7×
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  97. a nuanced understandingessays · 3-gram6×
  98. a one timeessays · 3-gram6×
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  100. and an unwaveringessays · 3-gram6×
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  120. it can beessays · 3-gram6×
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  144. against theessays · 2-gram34×
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  152. concept ofessays · 2-gram29×
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  167. capacity toessays · 2-gram24×
  168. was notessays · 2-gram39×
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  170. a worldessays · 2-gram29×
  171. like theessays · 2-gram27×
  172. a dynamicessays · 2-gram23×
  173. but toessays · 2-gram23×
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  175. of modernessays · 2-gram22×
  176. cost ofessays · 2-gram31×
  177. a highessays · 2-gram24×
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  179. a fundamentalessays · 2-gram23×
  180. due toessays · 2-gram23×
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  182. to makeessays · 2-gram21×
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  190. the foundationalessays · 2-gram20×
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  202. one thatessays · 2-gram20×
  203. cornerstone ofessays · 2-gram19×
  204. instanceessays · word44×
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  206. narrativeessays · word51×
  207. testamentessays · word44×
  208. forceessays · word43×
  209. shiftessays · word49×
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  212. transformativeessays · word37×
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  216. transformingessays · word34×
  217. holisticessays · word41×
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  220. initialessays · word39×
  221. integrationessays · word37×
  222. engineessays · word32×
  223. architectureessays · word38×
  224. vitalessays · word34×
  225. multifacetedessays · word33×
  226. ecosystemessays · word40×
  227. legacyessays · word34×
  228. emotionalessays · word44×
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  230. focusedessays · word33×
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  233. nuancedessays · word25×
  234. platformessays · word36×
  235. cycleessays · word30×
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  256. unwaveringessays · word24×
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Shared930

  1. is not aessays · 3-gram71×15×
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  12. in an eraessays · 3-gram21×12×
  13. the concept ofessays · 3-gram22×13×
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  15. it is theessays · 3-gram32×11×
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  18. such as theessays · 3-gram21×23×
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  20. of the mostessays · 3-gram17×58×
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  23. even the mostessays · 3-gram15×5×
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  28. a form ofessays · 3-gram14×7×
  29. in a worldessays · 3-gram14×7×
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  32. the role ofessays · 3-gram13×8×
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  34. is no longeressays · 3-gram16×6×
  35. the cost ofessays · 3-gram13×8×
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  37. the power ofessays · 3-gram12×8×
  38. a matter ofessays · 3-gram11×7×
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  40. a culture ofessays · 3-gram12×6×
  41. the pursuit ofessays · 3-gram12×5×
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  44. as one ofessays · 3-gram10×19×
  45. in the faceessays · 3-gram10×5×
  46. lies in theessays · 3-gram10×6×
  47. this essay exploresessays · 3-gram10×6×
  48. the long termessays · 3-gram13×5×
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  55. serves as theessays · 3-gram8×11×
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  57. more likely toessays · 3-gram10×9×
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  60. each of theseessays · 3-gram8×10×
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  66. the foundation ofessays · 3-gram7×9×
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  68. has become aessays · 3-gram8×9×
  69. the decision toessays · 3-gram7×6×
  70. all of whichessays · 3-gram6×6×
  71. among the mostessays · 3-gram6×13×
  72. is essential foressays · 3-gram6×8×
  73. known as theessays · 3-gram6×6×
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  80. in aessays · 2-gram213×84×
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  171. an eraessays · 2-gram23×13×
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  183. the earlyessays · 2-gram26×20×
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  187. a smallessays · 2-gram22×23×
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  192. that areessays · 2-gram21×15×
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  323. understandingessays · word68×67×
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  366. pointessays · word55×29×
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  422. eraessays · word41×30×
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  617. yearsessays · word36×46×
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  619. meansessays · word34×30×
  620. practicalessays · word33×34×
  621. forcesessays · word32×19×
  622. momentessays · word32×15×
  623. rapidessays · word32×17×
  624. attentionessays · word30×45×
  625. turnessays · word30×26×
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  627. remainessays · word28×51×
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  630. securityessays · word116×93×
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  632. centuryessays · word45×42×
  633. chainessays · word43×27×
  634. intellectualessays · word40×21×
  635. questionessays · word38×27×
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  638. orderessays · word36×30×
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  641. classessays · word33×21×
  642. requiredessays · word33×27×
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  647. planningessays · word30×21×
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  660. careessays · word100×91×
  661. priceessays · word92×60×
  662. energyessays · word57×26×
  663. learningessays · word56×46×
  664. marketsessays · word51×55×
  665. centeressays · word49×34×
  666. consumersessays · word48×59×
  667. environmentalessays · word38×45×
  668. philosophyessays · word38×24×
  669. positiveessays · word38×28×
  670. interestessays · word37×34×
  671. operationsessays · word36×52×
  672. academicessays · word34×20×
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  678. expansionessays · word30×36×
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  687. aloneessays · word27×28×
  688. downessays · word27×17×
  689. historicalessays · word27×15×
  690. bestessays · word26×25×
  691. equallyessays · word25×34×
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  693. goalessays · word23×19×
  694. organizationessays · word54×60×
  695. laboressays · word53×56×
  696. productionessays · word51×55×
  697. statesessays · word44×61×
  698. confidenceessays · word38×44×
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  700. periodessays · word35×23×
  701. strengthessays · word33×32×
  702. marketingessays · word32×28×
  703. multipleessays · word31×14×
  704. respectessays · word31×30×
  705. enterpriseessays · word30×20×
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  715. perhapsessays · word24×29×
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  717. entirelyessays · word23×30×
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  719. sustainedessays · word23×22×
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  721. sourceessays · word21×13×
  722. populationessays · word43×44×
  723. programessays · word39×23×
  724. workforceessays · word36×25×
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  726. homeessays · word32×29×
  727. organizationsessays · word30×103×
  728. dignityessays · word29×30×
  729. ageessays · word28×20×
  730. processesessays · word28×26×
  731. activeessays · word27×14×
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  733. recognitionessays · word25×20×
  734. sectoressays · word25×17×
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  736. behindessays · word23×21×
  737. consistentlyessays · word23×33×
  738. createdessays · word22×22×
  739. findessays · word22×26×
  740. livesessays · word22×30×
  741. vulnerableessays · word22×20×
  742. levelsessays · word21×19×
  743. partessays · word21×16×
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  745. fewessays · word20×32×
  746. nationessays · word47×30×
  747. engineeringessays · word38×32×
  748. competitionessays · word36×47×
  749. shareessays · word33×42×
  750. testessays · word31×16×
  751. perspectiveessays · word30×24×
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  762. strongessays · word24×37×
  763. understoodessays · word24×14×
  764. addressessays · word22×19×
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  766. includeessays · word21×29×
  767. muchessays · word21×38×
  768. representsessays · word21×20×
  769. advantageessays · word20×22×
  770. certainessays · word20×13×
  771. hisessays · word107×94×
  772. employeesessays · word40×79×
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  775. revenueessays · word31×27×
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  790. causeessays · word22×15×
  791. effortessays · word22×20×
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  793. networksessays · word22×29×
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  796. formalessays · word21×19×
  797. initiativesessays · word21×17×
  798. leavingessays · word21×16×
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  800. reduceessays · word20×24×
  801. effortsessays · word19×16×
  802. wholeessays · word19×18×
  803. emergingessays · word18×22×
  804. thereessays · word18×27×
  805. waressays · word65×57×
  806. climateessays · word50×37×
  807. businessesessays · word42×65×
  808. expectationsessays · word37×39×
  809. rightsessays · word34×33×
  810. softwareessays · word34×25×
  811. resistanceessays · word31×29×
  812. personessays · word29×31×
  813. satisfactionessays · word28×21×
  814. yearessays · word28×22×
  815. returnessays · word26×17×
  816. structuredessays · word26×20×
  817. accountabilityessays · word25×20×
  818. learnessays · word24×21×
  819. changesessays · word23×20×
  820. evolutionessays · word22×19×
  821. feelessays · word22×28×
  822. gapessays · word22×13×
  823. greateressays · word22×28×
  824. groupsessays · word22×16×
  825. platformsessays · word22×21×
  826. betteressays · word21×26×
  827. factorsessays · word21×31×
  828. institutionalessays · word21×15×
  829. substantialessays · word21×33×
  830. accessibleessays · word20×16×
  831. didessays · word20×17×
  832. everessays · word20×29×
  833. opportunitiesessays · word20×39×
  834. shiftingessays · word20×12×
  835. transparentessays · word20×13×
  836. activityessays · word19×13×
  837. patternsessays · word19×19×
  838. questionsessays · word19×43×
  839. deeperessays · word18×14×
  840. demonstratesessays · word17×19×
  841. dramaticallyessays · word17×22×
  842. hoursessays · word17×14×
  843. limitationsessays · word17×16×
  844. representessays · word17×18×
  845. transformedessays · word17×25×
  846. staffessays · word49×44×
  847. domesticessays · word48×36×
  848. governmentessays · word40×58×
  849. justiceessays · word40×34×
  850. materialsessays · word38×41×
  851. employeeessays · word36×26×
  852. dimensionessays · word35×28×
  853. onlineessays · word31×42×
  854. crossessays · word27×19×
  855. conductessays · word26×25×
  856. manufacturingessays · word26×29×
  857. competitorsessays · word25×34×
  858. medicalessays · word25×22×
  859. measuresessays · word24×29×
  860. protectessays · word24×22×
  861. barriersessays · word23×19×
  862. entryessays · word23×20×
  863. movementessays · word23×15×
  864. economiesessays · word22×23×
  865. recognizedessays · word21×20×
  866. responsibilityessays · word21×21×
  867. complianceessays · word20×13×
  868. pastessays · word20×19×
  869. constantessays · word19×22×
  870. generateessays · word19×20×
  871. assetessays · word18×16×
  872. concernsessays · word18×29×
  873. foundessays · word18×15×
  874. neededessays · word18×17×
  875. operatesessays · word18×25×
  876. secureessays · word18×14×
  877. usedessays · word18×31×
  878. adaptessays · word17×13×
  879. areasessays · word17×16×
  880. burdenessays · word17×15×
  881. characterizedessays · word17×18×
  882. consideressays · word17×12×
  883. reducedessays · word17×19×
  884. contrastessays · word16×13×
  885. defineessays · word16×13×
  886. deliveressays · word16×21×
  887. demandingessays · word16×15×
  888. enhanceessays · word16×15×
  889. lateessays · word16×14×
  890. maintainingessays · word16×15×
  891. requiringessays · word16×12×
  892. broadessays · word15×15×
  893. reputationessays · word15×15×
  894. thousandsessays · word15×18×
  895. goodsessays · word43×38×
  896. cityessays · word29×30×
  897. effectsessays · word29×26×
  898. distributionessays · word25×25×
  899. companiesessays · word24×65×
  900. fearessays · word24×26×
  901. treatmentessays · word24×27×
  902. communitiesessays · word22×35×
  903. studiesessays · word22×25×
  904. solutionsessays · word21×16×
  905. nationsessays · word20×22×
  906. partyessays · word20×24×
  907. resourceessays · word20×17×
  908. whyessays · word20×26×
  909. measureessays · word19×17×
  910. particularessays · word19×18×
  911. protectionessays · word19×30×
  912. workingessays · word19×35×
  913. allowessays · word17×17×
  914. basicessays · word17×14×
  915. environmentsessays · word17×32×
  916. generalessays · word17×22×
  917. goalsessays · word17×19×
  918. healthyessays · word17×13×
  919. makesessays · word17×21×
  920. managingessays · word17×18×
  921. sometimesessays · word17×20×
  922. achieveessays · word16×23×
  923. heavilyessays · word16×20×
  924. implicationsessays · word16×16×
  925. insightessays · word16×21×
  926. meaningfulessays · word16×19×
  927. preciselyessays · word16×27×
  928. throughoutessays · word16×23×
  929. courseessays · word15×13×
  930. frameworksessays · word15×15×

Kimi K3only470

  1. much of theessays · 3-gram14×
  2. the importance ofessays · 3-gram14×
  3. in this wayessays · 3-gram11×
  4. perhaps the mostessays · 3-gram11×
  5. in response toessays · 3-gram11×
  6. in which theessays · 3-gram10×
  7. the history ofessays · 3-gram10×
  8. the story ofessays · 3-gram10×
  9. at the sameessays · 3-gram9×
  10. the center ofessays · 3-gram9×
  11. the same timeessays · 3-gram9×
  12. of the largestessays · 3-gram11×
  13. environment in whichessays · 3-gram10×
  14. the twentieth centuryessays · 3-gram10×
  15. around the worldessays · 3-gram9×
  16. of their ownessays · 3-gram9×
  17. the majority ofessays · 3-gram9×
  18. at the centeressays · 3-gram8×
  19. stands as oneessays · 3-gram8×
  20. the nature ofessays · 3-gram8×
  21. the relationship betweenessays · 3-gram9×
  22. refers to theessays · 3-gram8×
  23. the first timeessays · 3-gram8×
  24. the principle ofessays · 3-gram8×
  25. twenty first centuryessays · 3-gram8×
  26. ensures that theessays · 3-gram7×
  27. equally important isessays · 3-gram7×
  28. for much ofessays · 3-gram7×
  29. foundation upon whichessays · 3-gram7×
  30. of the modernessays · 3-gram7×
  31. of the world'sessays · 3-gram7×
  32. so that theessays · 3-gram7×
  33. the most influentialessays · 3-gram7×
  34. the most significantessays · 3-gram7×
  35. the significance ofessays · 3-gram7×
  36. this essay examinesessays · 3-gram7×
  37. the effects ofessays · 3-gram10×
  38. is likely toessays · 3-gram8×
  39. members of theessays · 3-gram8×
  40. as a resultessays · 3-gram6×
  41. in order toessays · 3-gram6×
  42. in the endessays · 3-gram6×
  43. in this senseessays · 3-gram6×
  44. into one ofessays · 3-gram6×
  45. is essential toessays · 3-gram6×
  46. not merely toessays · 3-gram6×
  47. of the twentiethessays · 3-gram6×
  48. on the otheressays · 3-gram6×
  49. quality of lifeessays · 3-gram6×
  50. rather than anessays · 3-gram6×
  51. the boundaries ofessays · 3-gram6×
  52. the case ofessays · 3-gram6×
  53. the company hasessays · 3-gram6×
  54. the future ofessays · 3-gram6×
  55. the interests ofessays · 3-gram6×
  56. the modern worldessays · 3-gram6×
  57. the question ofessays · 3-gram6×
  58. to participate inessays · 3-gram6×
  59. tools such asessays · 3-gram6×
  60. value of theessays · 3-gram6×
  61. the european unionessays · 3-gram7×
  62. are more likelyessays · 3-gram6×
  63. even in theessays · 3-gram6×
  64. of millions ofessays · 3-gram6×
  65. to invest inessays · 3-gram6×
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  73. as a formessays · 3-gram5×
  74. as a wholeessays · 3-gram5×
  75. essay explores theessays · 3-gram5×
  76. every aspect ofessays · 3-gram5×
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  78. in the firstessays · 3-gram5×
  79. in the historyessays · 3-gram5×
  80. in the lateessays · 3-gram5×
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  84. is therefore essentialessays · 3-gram5×
  85. lies in itsessays · 3-gram5×
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  89. of the peopleessays · 3-gram5×
  90. over the pastessays · 3-gram5×
  91. perhaps most importantlyessays · 3-gram5×
  92. rather than merelyessays · 3-gram5×
  93. regardless of theessays · 3-gram5×
  94. represents one ofessays · 3-gram5×
  95. result is aessays · 3-gram5×
  96. the benefits ofessays · 3-gram5×
  97. the company wasessays · 3-gram5×
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  99. the dangers ofessays · 3-gram5×
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  102. the first placeessays · 3-gram5×
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  107. the most sophisticatedessays · 3-gram5×
  108. the most visibleessays · 3-gram5×
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  114. trust in theessays · 3-gram5×
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  119. become one ofessays · 3-gram6×
  120. be treated asessays · 3-gram5×
  121. billions of dollarsessays · 3-gram5×
  122. companies in theessays · 3-gram5×
  123. during periods ofessays · 3-gram5×
  124. every stage ofessays · 3-gram5×
  125. hundreds of millionsessays · 3-gram5×
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  127. in their ownessays · 3-gram5×
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  129. among theessays · 2-gram33×
  130. has becomeessays · 2-gram32×
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  132. should beessays · 2-gram28×
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  135. much ofessays · 2-gram24×
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  138. and thatessays · 2-gram23×
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  140. and itessays · 2-gram23×
  141. that wouldessays · 2-gram23×
  142. the company'sessays · 2-gram51×
  143. the organizationessays · 2-gram30×
  144. the humanessays · 2-gram26×
  145. which theessays · 2-gram20×
  146. about theessays · 2-gram19×
  147. and theiressays · 2-gram19×
  148. the foundationessays · 2-gram18×
  149. known asessays · 2-gram24×
  150. quality ofessays · 2-gram23×
  151. both theessays · 2-gram19×
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  153. range ofessays · 2-gram21×
  154. do notessays · 2-gram20×
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  158. depends onessays · 2-gram18×
  159. as wellessays · 2-gram17×
  160. investment inessays · 2-gram17×
  161. understanding theessays · 2-gram17×
  162. and moreessays · 2-gram16×
  163. essential foressays · 2-gram16×
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  165. would beessays · 2-gram20×
  166. according toessays · 2-gram18×
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  168. level ofessays · 2-gram17×
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  170. characterized byessays · 2-gram16×
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  173. of whichessays · 2-gram15×
  174. likely toessays · 2-gram21×
  175. response toessays · 2-gram19×
  176. so thatessays · 2-gram18×
  177. invest inessays · 2-gram17×
  178. associated withessays · 2-gram16×
  179. cannot beessays · 2-gram16×
  180. including theessays · 2-gram16×
  181. regardless ofessays · 2-gram16×
  182. than theessays · 2-gram16×
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  185. need toessays · 2-gram15×
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  188. equally importantessays · 2-gram14×
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  192. a comprehensiveessays · 2-gram16×
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  194. ensure thatessays · 2-gram16×
  195. of everyessays · 2-gram16×
  196. approach toessays · 2-gram15×
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  198. the twoessays · 2-gram15×
  199. around theessays · 2-gram14×
  200. during theessays · 2-gram14×
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  210. typicallyessays · word34×
  211. sinceessays · word31×
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  213. customersessays · word67×
  214. dependsessays · word26×
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  217. difficultessays · word26×
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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 similarity6.6%
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.
Kimi K31,055 words
# The Myth and Mechanics of Human Multitasking In an era defined by constant connectivity, the ability to juggle several activities at once has become a celebrated hallmark of productivity. Employees answer emails during meetings, students scroll through social media while listening to lectures, and drivers negotiate traffic while conversing with passengers. This behavior is commonly labeled "multitasking," a term borrowed from computer science that describes the apparent capacity to complete more than one task at the same time. Yet despite the widespread use of the word, human multitasking is fundamentally different from the digital process that inspired it. Unlike machines, people do not truly execute tasks in parallel; instead, they switch rapidly between contexts, and this switching carries significant cognitive costs. Understanding the nature of human multitasking—its origins, its limitations, and its potential for improvement through training—is therefore essential for anyone seeking to work efficiently in a distracted world. The concept of multitasking originated in the world of computing, where it refers to an operating system's ability to run multiple processes concurrently. Early computers could handle only one instruction at a time, but advances in processing power allowed machines to allocate resources across several programs, creating the illusion—or in the case of multi-core processors, the reality—of simultaneous execution. When psychologists and popular writers adopted the term to describe human behavior, they imported an assumption that has proven misleading: that the human brain, like a computer, can divide its resources cleanly among competing demands. In reality, the brain's architecture imposes strict bottlenecks on attention. While a computer distributes tasks across independent processing units, the human mind relies on a single, limited channel of conscious focus, making true parallel processing of complex tasks virtually impossible. What humans actually do when they "multitask" is switch rapidly between activities, a process researchers call task-switching or context-switching. Remarkably, human contexts tend to switch far more often than their digital counterparts. A computer might alternate between processes according to predictable algorithms and stable priorities, but a person may shift attention every few seconds in response to notifications, stray thoughts, environmental stimuli, or internal impulses. Studies of workplace behavior have found that knowledge workers change tasks every few minutes on average, and once interrupted, they may take considerable time to return to their original activity. This frenetic switching distinguishes human multitasking from machine multitasking not merely in degree but in kind: where computers switch efficiently and without loss, humans pay a toll with every transition. That toll is exacted primarily through attention, the cognitive resource that multitasking stretches most thinly. When attention is divided or repeatedly redirected, it becomes insufficient to support deep engagement with any single task. Each switch requires the brain to disengage from one set of goals and rules, then load a new set—a process that, though it may take only fractions of a second, accumulates into substantial "switching costs" over the course of a day. Psychologists have demonstrated that people who alternate between tasks take longer to complete them and make more errors than people who finish one task before beginning another. The paradox of multitasking is therefore that it consumes the very resource it promises to save: time. A person who attempts to write a report while monitoring messages may feel busy and productive, yet will typically spend more total time on both activities than if they had addressed them sequentially, all while producing work of lower quality. The consequences extend beyond efficiency. Insufficient attention erodes the depth of thought required for learning, creativity, and sound judgment. When focus is fragmented, information is processed superficially and stored weakly in memory, which helps explain why students who multitask during study sessions often retain less material. Moreover, chronic multitaskers may train themselves into habits of distraction; research on heavy media multitaskers suggests they become more susceptible to irrelevant stimuli and less able to filter out distractions even when they intend to concentrate. Far from becoming skilled jugglers, frequent multitaskers may actually be cultivating a restless, easily diverted mind. These findings raise a compelling research question: can the ability to multitask be trained? If switching between tasks is an inescapable feature of modern life, then improving the speed and smoothness of those transitions would carry enormous practical value. Researchers have approached this question from several angles. Some studies have examined whether practice with dual-task paradigms—such as responding to visual and auditory signals simultaneously—can reduce interference between tasks, and results suggest that certain combinations of activities can indeed become less disruptive with repetition, particularly when one task can be automated. Other investigations have explored whether brain-training programs or action video games enhance general cognitive flexibility, though evidence for broad, transferable improvements remains mixed and contested. Still other work focuses on metacognitive strategies: teaching people to recognize when their attention has drifted, to manage interruptions deliberately, and to structure their environments so that switching occurs at natural breakpoints rather than mid-thought. Perhaps the most promising insight from this line of research is that training may be less about learning to do two things at once and more about learning to coordinate—sequencing tasks intelligently, protecting stretches of uninterrupted focus, and minimizing the frequency of unnecessary switches. Techniques such as time-blocking, batching similar activities, silencing notifications, and establishing clear boundaries between work modes all function as forms of applied training, reshaping habits so that attention is spent wisely rather than scattered. In this sense, the goal of multitasking research is not to transform humans into computers but to help people navigate a computer-saturated environment without sacrificing the qualities—sustained thought, careful judgment, creative insight—that machines cannot replicate. Human multitasking, then, is best understood not as a genuine capacity for simultaneous thought but as a characteristic pattern of rapid, costly switching between tasks. Born from a computing metaphor, the concept misleads when it suggests that minds can parallel-process like processors. In practice, insufficient attention causes people to lose focus and spend more time, not less, on the very tasks they hope to accelerate. Yet the story is not entirely discouraging. By treating multitasking as a skill to be studied and trained—one grounded in coordination, interruption management, and respect for the limits of attention—researchers and individuals alike can mitigate its costs. The future of productivity may depend not on doing more things at once, but on learning, with discipline and self-awareness, when to do only one.