Grok 4 Fast

Closest matchGPT OSS 20B
Blend score27.3%

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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. 01GPT OSS 20B27.3%
  2. 02Qwen3 30B A3B25.1%
  3. 03GPT 4.1 Nano23.5%
  4. 04Gemini 2.5 Flash Lite21.9%
  5. 05Mistral Nemo18.9%
  6. 06GLM 4.616.0%
  7. 07Gemma 3 4B IT15.5%
  8. 08GPT 4o Mini14.0%
  9. 09Llama 4 Scout10.0%
  10. 10Grok 4.52.9%
  11. 11Inkling2.5%
  12. 12Gemini 3.1 Pro2.1%
  13. 13GLM 5.22.1%
  14. 14DeepSeek V4 Pro1.7%
  15. 15Claude Sonnet 51.6%
  16. 16Claude Opus 4.81.4%
  17. 17Claude Fable 51.0%
  18. 18Kimi K30.8%
  19. 19GPT 5.6 Sol0.3%

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  1352. gerstneressays · word0×
  1353. transactionalessays · word2×
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Shared45

  1. one size fitsessays · 3-gram4×6×
  2. extend far beyondessays · 3-gram4×7×
  3. long termessays · 2-gram64×47×
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  10. foundationalessays · word25×25×
  11. resilienceessays · word88×35×
  12. frameworksessays · word26×34×
  13. exploresessays · word70×19×
  14. manifestsessays · word16×20×
  15. navigatingessays · word18×18×
  16. metricsessays · word47×27×
  17. policymakersessays · word23×18×
  18. enhancesessays · word22×14×
  19. interconnectedessays · word21×30×
  20. ensuringessays · word108×44×
  21. ensuresessays · word45×20×
  22. indispensableessays · word34×15×
  23. actionableessays · word12×12×
  24. sustainabilityessays · word49×24×
  25. ethicalessays · word111×77×
  26. interventionsessays · word45×17×
  27. enduringessays · word31×14×
  28. nuancedessays · word12×21×
  29. profoundessays · word61×20×
  30. broaderessays · word65×132×
  31. organizationalessays · word44×161×
  32. contextsessays · word29×25×
  33. navigateessays · word37×37×
  34. imperativeessays · word35×16×
  35. alignessays · word24×15×
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  39. converselyessays · word16×24×
  40. robustessays · word64×39×
  41. stakeholdersessays · word27×26×
  42. evolvingessays · word31×38×
  43. strategiesessays · word121×87×
  44. innovationessays · word104×60×
  45. challengesessays · word165×116×

Claude Sonnet 5only1,355

  1. one of theessays · 3-gram100×
  2. of the mostessays · 3-gram71×
  3. as one ofessays · 3-gram33×
  4. is not merelyessays · 3-gram27×
  5. in an increasinglyessays · 3-gram24×
  6. perhaps the mostessays · 3-gram20×
  7. not merely aessays · 3-gram21×
  8. represents one ofessays · 3-gram21×
  9. the need foressays · 3-gram21×
  10. at its coreessays · 3-gram19×
  11. the importance ofessays · 3-gram23×
  12. such as theessays · 3-gram20×
  13. the most significantessays · 3-gram17×
  14. a sense ofessays · 3-gram19×
  15. as well asessays · 3-gram16×
  16. in ways thatessays · 3-gram15×
  17. this essay exploresessays · 3-gram14×
  18. the relationship betweenessays · 3-gram16×
  19. that can beessays · 3-gram15×
  20. stands as oneessays · 3-gram13×
  21. that might otherwiseessays · 3-gram13×
  22. but as aessays · 3-gram16×
  23. serves as theessays · 3-gram15×
  24. nature of theessays · 3-gram14×
  25. the ability toessays · 3-gram14×
  26. the nature ofessays · 3-gram13×
  27. to ensure thatessays · 3-gram13×
  28. the establishment ofessays · 3-gram12×
  29. the united statesessays · 3-gram35×
  30. in the unitedessays · 3-gram16×
  31. even the mostessays · 3-gram13×
  32. understanding of theessays · 3-gram12×
  33. cannot be overstatedessays · 3-gram11×
  34. essay explores theessays · 3-gram11×
  35. is essential foressays · 3-gram11×
  36. the development ofessays · 3-gram11×
  37. and the broaderessays · 3-gram12×
  38. can lead toessays · 3-gram12×
  39. in response toessays · 3-gram12×
  40. not merely asessays · 3-gram12×
  41. each of theseessays · 3-gram11×
  42. more likely toessays · 3-gram11×
  43. referred to asessays · 3-gram10×
  44. this essay examinesessays · 3-gram10×
  45. serves as aessays · 3-gram10×
  46. at the heartessays · 3-gram9×
  47. continues to evolveessays · 3-gram9×
  48. essay examines theessays · 3-gram9×
  49. in an eraessays · 3-gram9×
  50. in terms ofessays · 3-gram9×
  51. is one ofessays · 3-gram9×
  52. rather than beingessays · 3-gram9×
  53. represents a significantessays · 3-gram9×
  54. the heart ofessays · 3-gram9×
  55. the necessity ofessays · 3-gram9×
  56. their ability toessays · 3-gram9×
  57. within the broaderessays · 3-gram9×
  58. the value ofessays · 3-gram11×
  59. a testament toessays · 3-gram9×
  60. merely as aessays · 3-gram9×
  61. serve as aessays · 3-gram9×
  62. the benefits ofessays · 3-gram9×
  63. the concept ofessays · 3-gram9×
  64. an increasingly complexessays · 3-gram8×
  65. are more likelyessays · 3-gram8×
  66. extends beyond mereessays · 3-gram8×
  67. far more thanessays · 3-gram8×
  68. has emerged asessays · 3-gram8×
  69. its capacity toessays · 3-gram8×
  70. lies in itsessays · 3-gram8×
  71. rather than aessays · 3-gram8×
  72. the cost ofessays · 3-gram8×
  73. the likelihood ofessays · 3-gram8×
  74. the most criticalessays · 3-gram8×
  75. the product ofessays · 3-gram8×
  76. this is notessays · 3-gram8×
  77. was not merelyessays · 3-gram8×
  78. which in turnessays · 3-gram8×
  79. the application ofessays · 3-gram11×
  80. the potential foressays · 3-gram10×
  81. to create aessays · 3-gram10×
  82. economies of scaleessays · 3-gram9×
  83. the company toessays · 3-gram9×
  84. based on theiressays · 3-gram8×
  85. case study inessays · 3-gram8×
  86. has become aessays · 3-gram8×
  87. of those whoessays · 3-gram8×
  88. testament to theessays · 3-gram8×
  89. the case ofessays · 3-gram8×
  90. the decision toessays · 3-gram8×
  91. the introduction ofessays · 3-gram8×
  92. the quality ofessays · 3-gram8×
  93. a crucial roleessays · 3-gram7×
  94. for understanding howessays · 3-gram7×
  95. in favor ofessays · 3-gram7×
  96. in isolation butessays · 3-gram7×
  97. in order toessays · 3-gram7×
  98. in the modernessays · 3-gram7×
  99. it is aessays · 3-gram7×
  100. significant implications foressays · 3-gram7×
  101. stands as aessays · 3-gram7×
  102. the aftermath ofessays · 3-gram7×
  103. the context ofessays · 3-gram7×
  104. the effectiveness ofessays · 3-gram7×
  105. the foundation ofessays · 3-gram7×
  106. the long termessays · 3-gram7×
  107. the most effectiveessays · 3-gram7×
  108. to remain competitiveessays · 3-gram7×
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  111. the role ofessays · 3-gram9×
  112. across the globeessays · 3-gram8×
  113. factors such asessays · 3-gram8×
  114. in the worldessays · 3-gram8×
  115. can serve asessays · 3-gram7×
  116. ensuring that theessays · 3-gram7×
  117. has become increasinglyessays · 3-gram7×
  118. in the faceessays · 3-gram7×
  119. of the company'sessays · 3-gram7×
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  126. allowing them toessays · 3-gram6×
  127. an increasingly competitiveessays · 3-gram6×
  128. an indispensable toolessays · 3-gram6×
  129. as both aessays · 3-gram6×
  130. at the expenseessays · 3-gram6×
  131. characterized by aessays · 3-gram6×
  132. crucial role inessays · 3-gram6×
  133. deeply rooted inessays · 3-gram6×
  134. during periods ofessays · 3-gram6×
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  146. reflects a broaderessays · 3-gram6×
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  150. the expense ofessays · 3-gram6×
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  162. itself as aessays · 3-gram10×
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  175. during this periodessays · 3-gram6×
  176. framework for understandingessays · 3-gram6×
  177. in a manneressays · 3-gram6×
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  179. informed decisions aboutessays · 3-gram6×
  180. it is theessays · 3-gram6×
  181. mechanism through whichessays · 3-gram6×
  182. relationship with theessays · 3-gram6×
  183. speaks to theessays · 3-gram6×
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  189. a fundamental shiftessays · 3-gram5×
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  192. a watershed momentessays · 3-gram5×
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  194. and by extensionessays · 3-gram5×
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Same prompt, two outputs

89 of 100
Input prompt

Write a essay that could've provided the following summary: The project aims at investigating two very crucial ideologies with regards to application of various schooling system. The first question will concentrate on the effects that single sex or mixed school environments have on Mathematics achievement, while the second idea will be to look at the merits and demerits of these systems in the overall student's achievement in Mathematics as a subject.

Document similarity7.9%
Grok 4 Fast1,171 words
### The Impact of Single-Sex and Co-Educational Schooling on Mathematics Achievement Education systems worldwide have long debated the optimal structure for fostering academic success, particularly in subjects like mathematics, which often serve as gateways to STEM careers. Two prominent ideologies in this discourse are single-sex schooling, where boys and girls learn separately, and co-educational (mixed-sex) environments, where students of both genders interact daily. This essay investigates these approaches by addressing two key questions: first, the differential effects of single-sex versus mixed-sex school environments on mathematics achievement; and second, the merits and demerits of each system in promoting overall student performance in mathematics. Drawing on empirical research, psychological insights, and educational policy analyses, this exploration reveals nuanced outcomes that challenge simplistic assumptions and underscore the need for tailored educational strategies. To begin, understanding the effects of school environment on mathematics achievement requires examining how gender dynamics influence learning. Mathematics, perceived as a male-dominated domain due to historical stereotypes, can be particularly sensitive to these factors. In single-sex settings, proponents argue that removing gender-based distractions and biases allows students to focus more intently on the subject. For instance, a landmark study by the American Association of University Women (AAUW) in 1992 highlighted how girls in co-educational classrooms often experience "math anxiety" stemming from societal expectations that portray mathematics as a masculine pursuit. This anxiety can manifest as reduced participation and lower self-efficacy, leading to diminished achievement scores. Empirical evidence supports varied impacts. Research from the Journal of Educational Psychology (2010) analyzed data from over 10,000 U.S. students and found that girls in single-sex schools outperformed their co-educational counterparts in mathematics by an average of 15% on standardized tests like the SAT Math section. The isolation from boys reportedly alleviated competitive pressures and stereotype threats, enabling girls to engage more confidently with abstract concepts such as algebra and geometry. Boys, too, benefit in single-sex environments; a UK-based study by the Sutton Trust (2015) reported that boys in all-boys schools showed improved problem-solving skills in mathematics, attributed to curricula tailored to their learning styles, which often emphasize spatial reasoning and hands-on applications without the need to "perform" for peers of the opposite sex. Conversely, mixed-sex environments foster social integration and collaborative learning, which can enhance mathematics achievement through diverse perspectives. A meta-analysis published in Review of Educational Research (2014) reviewed 58 studies across Europe and North America, concluding that co-educational students, both male and female, demonstrated stronger interpersonal skills in group-based math activities, such as data analysis projects. This collaborative edge translated to a 10-12% improvement in overall math scores compared to single-sex peers in some cohorts. The presence of both genders encourages empathy and communication, crucial for real-world applications of mathematics, like team-based engineering or economic modeling. However, challenges persist: boys in mixed settings sometimes dominate discussions, sidelining girls and reinforcing gender gaps. For example, PISA (Programme for International Student Assessment) data from 2018 revealed that in co-educational OECD countries, the gender disparity in math performance—where boys outperform girls by 20-30 points—widens in mixed classrooms due to subtle biases in teacher attention and peer interactions. These effects are not uniform across demographics. Socioeconomic status and cultural context play pivotal roles. In under-resourced areas, single-sex schools may amplify achievement by providing focused interventions, as seen in South African studies post-apartheid (Education Policy Analysis Archives, 2017), where single-sex math programs closed gender gaps by 25%. Yet, in affluent, progressive societies like those in Scandinavia, mixed-sex education correlates with equitable outcomes, with minimal gender differences in math proficiency (OECD, 2020). Thus, the environmental impact hinges on implementation: single-sex settings excel in mitigating stereotypes, while mixed environments promote holistic development, but both require vigilant pedagogical adjustments to maximize math achievement. Turning to the second inquiry, the merits and demerits of single-sex and co-educational systems reveal a balanced yet complex picture for mathematics performance. Single-sex schooling's primary merit lies in its ability to customize instruction, yielding targeted gains in math. By segregating genders, educators can address specific needs—such as incorporating more verbal explanations for girls or competitive challenges for boys—leading to higher engagement and retention. A longitudinal Australian study (2012-2018) tracked 5,000 students and found single-sex graduates entering university with 18% higher math GPAs, crediting reduced social pressures that allow deeper cognitive immersion. Additionally, single-sex environments combat the "chilly climate" for underrepresented genders in math, boosting long-term interest and reducing dropout rates in STEM pipelines. However, demerits abound. Single-sex schools may inadvertently reinforce gender stereotypes by implying that boys and girls cannot learn math equally in shared spaces, potentially hindering social adaptability. Critics, including those from the European Commission's gender equality reports (2019), argue that this segregation limits exposure to diverse problem-solving approaches, resulting in narrower skill sets. For instance, boys in all-male settings might overlook collaborative nuances essential for modern math applications like coding teams, while girls could miss out on male perspectives that challenge conventional thinking. Logistically, single-sex systems are costlier to maintain, often exacerbating inequalities in public education where resources are scarce. Co-educational systems, meanwhile, offer merits rooted in inclusivity and real-world preparation. The diversity of mixed classrooms mirrors professional environments, teaching students to navigate gender dynamics while excelling in math. Research from the National Bureau of Economic Research (2016) indicates that co-ed students score 8-10% higher on interdisciplinary math tasks, benefiting from peer teaching across genders that enhances understanding of concepts like probability through relatable discussions. This system also promotes equity by normalizing female participation in math, as evidenced by narrowing gender gaps in countries like Canada, where co-ed reforms since the 1990s have equalized scores (Statistics Canada, 2021). Yet, demerits include amplified distractions and biases that undermine math achievement. Romantic interests or peer conformity in mixed settings can divert focus, particularly during adolescence, leading to lower homework completion rates among both genders (Developmental Psychology, 2013). Moreover, unconscious biases—teachers calling on boys more for complex problems—perpetuate disparities, with girls in co-ed schools reporting 20% lower confidence in math per self-assessments (AAUW, 2020). In extreme cases, bullying or exclusion in mixed environments exacerbates math anxiety, stunting overall performance. Weighing these factors, neither system is inherently superior for mathematics achievement; outcomes depend on contextual support. Single-sex education merits praise for stereotype reduction and personalization but falters in fostering integration. Co-educational approaches shine in building collaborative skills yet struggle with equity without interventions like gender-balanced grouping. Policymakers should hybridize elements—such as single-sex math classes within co-ed schools—to leverage strengths while minimizing weaknesses. In conclusion, the debate between single-sex and mixed-sex schooling underscores education's profound influence on mathematics achievement. Single-sex environments often yield direct academic boosts by alleviating gender pressures, while mixed settings cultivate essential social competencies, albeit with risks of bias. The merits of customization and focus in single-sex systems must be balanced against their potential for isolation, just as the inclusivity of co-education tempers its distractions through targeted reforms. As global education evolves, evidence-based policies that prioritize student-centered design will best equip future generations for mathematical success. Ultimately, empowering all students in math requires transcending ideological divides to embrace what works for diverse learners. (Word count: 1,028)
Claude Sonnet 51,057 words
# Single-Sex Versus Mixed-Sex Schooling and Mathematics Achievement: An Investigation of Two Critical Ideologies The debate surrounding single-sex versus mixed-sex (coeducational) schooling has persisted for decades within educational discourse, generating passionate arguments from proponents on both sides. This ongoing controversy becomes particularly significant when examined through the lens of mathematics achievement, a subject that has historically been associated with gender disparities in performance, confidence, and career pursuit. This essay investigates two crucial and interrelated ideologies concerning the application of these distinct schooling systems: first, the specific effects that single-sex versus mixed school environments exert on mathematics achievement, and second, a broader evaluation of the merits and demerits of each system in shaping overall student achievement in mathematics as a subject. ## The Effects of School Environment on Mathematics Achievement The first ideological question centers on whether the gender composition of a classroom fundamentally alters students' capacity to learn and excel in mathematics. Proponents of single-sex education argue that separating boys and girls creates an environment conducive to focused learning, free from the social distractions and gender-based stereotyping that often permeate mixed classrooms. This argument suggests that in single-sex settings, particularly for girls, students are liberated from the pressure of conforming to gender stereotypes that often discourage female participation in traditionally "male" subjects like advanced mathematics. Research in this domain has produced mixed but illuminating results. Studies conducted in various countries, including Australia, the United Kingdom, and South Korea, have suggested that girls in single-sex schools often demonstrate higher levels of engagement and confidence in mathematics compared to their counterparts in coeducational settings. The theory posits that without the presence of boys, who statistically tend to dominate classroom discussions and receive more teacher attention in STEM subjects, girls are afforded greater opportunities to participate actively, ask questions, and develop mathematical self-efficacy without fear of judgment or ridicule. Conversely, boys in single-sex environments have also shown certain advantages, particularly in reducing the social pressure to appear "cool" or disengaged from academic pursuits—a phenomenon often observed in mixed-gender settings where academic effort, especially in subjects perceived as challenging, can be stigmatized among male peer groups. The absence of romantic or social distractions in single-sex classrooms is frequently cited as another contributing factor to improved focus and, consequently, enhanced mathematical performance. However, critics of this ideology argue that the observed differences in achievement may not be attributable to the schooling structure itself but rather to confounding variables such as socioeconomic status, prior academic preparation, parental involvement, and school resources. Many single-sex schools, particularly in Western contexts, are private or selective institutions that inherently attract students from more advantaged backgrounds, making direct comparisons with public coeducational schools methodologically problematic. When these variables are controlled for in more rigorous studies, the achievement gap between single-sex and mixed-sex environments often narrows significantly or disappears entirely, suggesting that the schooling environment itself may be less influential than previously assumed. ## Merits and Demerits of Each System in Overall Mathematics Achievement The second ideological inquiry extends beyond the immediate psychological and social effects of school environment to a broader cost-benefit analysis of single-sex versus mixed-sex education in fostering comprehensive mathematics achievement. This perspective requires an examination of both the advantages and disadvantages inherent in each system. ### Merits of Single-Sex Education Advocates for single-sex schooling highlight several compelling merits. First, the reduction of gender-based stereotyping allows educators to tailor teaching methodologies more specifically to the learning styles that may be more prevalent among one gender, without concern for alienating the other. Second, single-sex environments often report lower instances of gender-based bullying or harassment related to academic performance, which can be particularly damaging to adolescent girls' confidence in STEM subjects. Third, some studies suggest that single-sex schools foster stronger peer support networks focused on academic achievement rather than social dynamics between genders, potentially leading to more collaborative and less competitive learning atmospheres. ### Demerits of Single-Sex Education However, single-sex education is not without significant drawbacks. Critics argue that this system fails to prepare students for the realities of a mixed-gender workforce and society, potentially hindering the development of essential interpersonal and collaborative skills necessary for professional success. Furthermore, the artificial separation of genders may inadvertently reinforce the very stereotypes it seeks to eliminate, suggesting that boys and girls cannot learn effectively together, which contradicts the goal of gender equality in education. Additionally, the limited availability and higher cost of single-sex institutions, particularly in public education systems, raises concerns about equitable access to any potential benefits this system may offer. ### Merits of Mixed-Sex Education Mixed-sex education, on the other hand, presents its own set of advantages. Proponents argue that coeducational environments better reflect real-world social structures, preparing students for future academic and professional settings where collaboration between genders is essential. This system promotes natural social integration and may reduce the exoticization or "othering" of the opposite gender that can sometimes occur in single-sex environments. Furthermore, mixed classrooms can provide diverse perspectives and approaches to problem-solving in mathematics, as different genders may bring varied cognitive approaches to mathematical challenges, enriching classroom discourse. ### Demerits of Mixed-Sex Education Nevertheless, mixed-sex education faces criticism for perpetuating gender disparities in STEM achievement. The persistent stereotype that mathematics is inherently a "masculine" subject can be reinforced in coeducational settings, where girls may internalize messages of inferiority in quantitative subjects from an early age. Teacher bias, whether conscious or unconscious, has also been documented in mixed classrooms, with educators sometimes providing more encouragement and complex questioning to male students in mathematics, thereby widening the achievement gap. ## Conclusion The investigation into these two ideologies reveals that the relationship between schooling system and mathematics achievement is far more nuanced than a simple binary comparison suggests. While single-sex education may offer specific psychological and social advantages that could enhance mathematical confidence and performance, particularly for girls, these benefits are heavily mediated by external factors such as socioeconomic status and institutional resources. Similarly, while mixed-sex education offers valuable preparation for real-world collaborative environments, it must actively address ingrained gender biases to ensure equitable mathematical achievement for all students. Ultimately, the choice between these systems should not be viewed as a definitive solution to mathematics achievement gaps but rather as one component within a broader educational strategy that must include teacher training, curriculum design, and proactive measures to counter gender stereotypes, regardless of the schooling structure employed.