Qwen3 30B A3B

Closest matchGPT 4.1 Nano
Blend score37.2%

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. 01GPT 4.1 Nano37.2%
  2. 02Gemini 2.5 Flash Lite32.4%
  3. 03GPT OSS 20B31.1%
  4. 04Mistral Nemo26.0%
  5. 05Gemma 3 4B IT25.1%
  6. 06Grok 4 Fast25.1%
  7. 07GPT 4o Mini21.3%
  8. 08GLM 4.620.3%
  9. 09Llama 4 Scout19.3%
  10. 10Grok 4.56.1%
  11. 11Inkling6.0%
  12. 12GLM 5.25.0%
  13. 13Gemini 3.1 Pro4.8%
  14. 14Claude Sonnet 54.6%
  15. 15DeepSeek V4 Pro4.3%
  16. 16Claude Opus 4.84.2%
  17. 17Claude Fable 53.2%
  18. 18Kimi K33.0%
  19. 19GPT 5.6 Sol2.0%

Head to head

Qwen3 30B A3BQwen · 200 outputs
vs
InklingThinking Machines · 100 outputs
View Inkling profile
Blend score6.0%
1,241 onlyQwen3 30B A3B159 shared1,241 onlyInkling

Qwen3 30B A3Bonly1,241

  1. long term sustainabilityessays · 3-gram9×
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  157. machine learning algorithmsessays · 3-gram2×
  158. heavily research developmentessays · 3-gram0×
  159. flexible work arrangementsessays · 3-gram1×
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  161. without fear retaliationessays · 3-gram0×
  162. long term brandessays · 3-gram2×
  163. company long termessays · 3-gram0×
  164. performance indicators kpisessays · 3-gram1×
  165. size fits approachessays · 3-gram0×
  166. real time feedbackessays · 3-gram1×
  167. far reaching implicationsessays · 3-gram0×
  168. marked pivotal momentessays · 3-gram0×
  169. long term developmentessays · 3-gram1×
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  171. ethical business practicesessays · 3-gram0×
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  186. increasingly interconnected worldessays · 3-gram1×
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  188. platforms like instagramessays · 3-gram0×
  189. centers disease controlessays · 3-gram0×
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  1183. affordabilityessays · word6×
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  1186. discourseessays · word3×
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  1191. benchmarksessays · word2×
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  1193. hpaessays · word0×
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  1195. monopolisticessays · word1×
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  1197. gerontologyessays · word0×
  1198. predispositionessays · word1×
  1199. disengagedessays · word0×
  1200. integrativeessays · word0×
  1201. erosionessays · word4×
  1202. observationalessays · word4×
  1203. agamemnonessays · word0×
  1204. commercializationessays · word2×
  1205. enrichingessays · word1×
  1206. underperformingessays · word2×
  1207. retentionessays · word7×
  1208. normalizesessays · word1×
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  1210. tanfessays · word0×
  1211. meticulousessays · word2×
  1212. preparednessessays · word8×
  1213. relianceessays · word7×
  1214. scrutinyessays · word5×
  1215. outdatedessays · word7×
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  1221. checklistsessays · word1×
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  1223. upheavalsessays · word0×
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  1225. reinterpretationessays · word0×
  1226. utilitarianessays · word10×
  1227. ssrisessays · word1×
  1228. pervasiveessays · word2×
  1229. embracingessays · word8×
  1230. reverenceessays · word1×
  1231. centeringessays · word1×
  1232. compromisingessays · word6×
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  1234. streamlinesessays · word0×
  1235. reliabilityessays · word20×
  1236. relatednessessays · word0×
  1237. redefineessays · word1×
  1238. influencersessays · word0×
  1239. unsustainableessays · word3×
  1240. schumannessays · word0×
  1241. mrsaessays · word0×

Shared159

  1. extends far beyondessays · 3-gram1×9×
  2. electronic health recordsessays · 3-gram4×5×
  3. extend far beyondessays · 3-gram3×6×
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  19. prioritizeessays · word20×29×
  20. resilienceessays · word53×36×
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  23. holisticessays · word15×17×
  24. societalessays · word21×22×
  25. sustainabilityessays · word37×24×
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  27. systemicessays · word30×26×
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  31. nuancedessays · word10×14×
  32. broaderessays · word56×56×
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  35. rigoressays · word4×13×
  36. measurableessays · word8×15×
  37. policymakersessays · word4×21×
  38. adherenceessays · word7×14×
  39. indispensableessays · word12×30×
  40. competenciesessays · word5×16×
  41. profoundessays · word43×51×
  42. evolvingessays · word37×33×
  43. ensuringessays · word55×43×
  44. integratingessays · word17×13×
  45. navigatingessays · word4×14×
  46. innovationessays · word97×52×
  47. transparencyessays · word26×27×
  48. stakeholdersessays · word16×23×
  49. accountabilityessays · word34×35×
  50. enhancingessays · word13×23×
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  52. interventionsessays · word7×14×
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  54. outcomesessays · word44×62×
  55. strategicessays · word135×190×
  56. personalizedessays · word9×17×
  57. qualitativeessays · word38×52×
  58. technologicalessays · word59×92×
  59. structuredessays · word28×38×
  60. contextsessays · word8×28×
  61. vulnerabilitiesessays · word5×19×
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  66. alignessays · word18×29×
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  80. standardizedessays · word10×22×
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  82. strategiesessays · word46×77×
  83. enhanceessays · word39×28×
  84. enablingessays · word23×23×
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  92. frameworkessays · word56×77×
  93. platformsessays · word39×30×
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  95. additionallyessays · word30×31×
  96. transformationessays · word52×51×
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  100. partnershipsessays · word21×19×
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  102. complementingessays · word1×16×
  103. transformsessays · word4×24×
  104. autonomyessays · word15×30×
  105. alignmentessays · word10×21×
  106. analyticsessays · word19×17×
  107. mechanismsessays · word18×67×
  108. protocolsessays · word18×34×
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  110. reflectsessays · word29×15×
  111. diverseessays · word36×51×
  112. fluctuationsessays · word12×15×
  113. dynamicsessays · word17×47×
  114. institutionalessays · word16×47×
  115. compellingessays · word12×19×
  116. governanceessays · word26×36×
  117. healthcareessays · word67×56×
  118. increasinglyessays · word51×35×
  119. complexityessays · word14×19×
  120. comprehensiveessays · word46×49×
  121. transformingessays · word12×21×
  122. collaborativeessays · word15×25×
  123. advancementessays · word16×18×
  124. culturalessays · word66×88×
  125. tangibleessays · word5×27×
  126. customeressays · word80×65×
  127. emotionalessays · word40×58×
  128. dynamicessays · word35×27×
  129. satisfactionessays · word28×27×
  130. reactiveessays · word7×15×
  131. addressingessays · word14×26×
  132. vulnerabilityessays · word12×28×
  133. adaptessays · word24×21×
  134. thriveessays · word19×13×
  135. shiftsessays · word20×17×
  136. commitmentessays · word78×55×
  137. examinesessays · word9×14×
  138. preferencesessays · word16×14×
  139. embeddedessays · word9×27×
  140. regulatoryessays · word28×35×
  141. efficiencyessays · word52×40×
  142. therebyessays · word20×39×
  143. reducesessays · word18×18×
  144. multinationalessays · word7×18×
  145. demonstratesessays · word10×30×
  146. practicesessays · word62×68×
  147. integrityessays · word46×33×
  148. trajectoryessays · word5×22×
  149. meaningfulessays · word19×31×
  150. persistentessays · word11×17×
  151. centeredessays · word20×28×
  152. fundamentallyessays · word6×27×
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  154. dignityessays · word34×33×
  155. encompassesessays · word6×20×
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  158. barriersessays · word17×25×
  159. deliberateessays · word13×17×

Inklingonly1,241

  1. one of theessays · 3-gram83×
  2. of the mostessays · 3-gram54×
  3. as one ofessays · 3-gram32×
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  6. in an eraessays · 3-gram24×
  7. not merely aessays · 3-gram19×
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  9. stands as oneessays · 3-gram19×
  10. but as aessays · 3-gram21×
  11. the heart ofessays · 3-gram17×
  12. the integration ofessays · 3-gram17×
  13. at its coreessays · 3-gram16×
  14. stands as aessays · 3-gram16×
  15. the need foressays · 3-gram16×
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  17. but also theessays · 3-gram15×
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  19. in the contemporaryessays · 3-gram14×
  20. such as theessays · 3-gram14×
  21. serves as aessays · 3-gram14×
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  26. is not aessays · 3-gram12×
  27. the importance ofessays · 3-gram12×
  28. a culture ofessays · 3-gram11×
  29. serves as theessays · 3-gram11×
  30. the foundation ofessays · 3-gram11×
  31. to ensure thatessays · 3-gram11×
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  103. functions as aessays · 3-gram6×
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Same prompt, two outputs

94 of 100
Input prompt

Revert the following summary back into the original essay: The text discusses the decision to invest in education and the approximate returns on the investment. It also discusses the costs associated with education investment and how to mitigate them.

Document similarity8.3%
Qwen3 30B A3B786 words
Investing in education is one of the most impactful decisions an individual, family, or society can make. The long-term benefits of education extend far beyond the classroom, influencing personal development, economic stability, and societal progress. Education serves as a cornerstone for upward mobility, empowering individuals with knowledge, critical thinking skills, and the ability to adapt to a rapidly changing world. The decision to invest in education—whether through formal schooling, vocational training, or lifelong learning—should be approached with careful consideration of both the potential returns and the associated costs. When viewed through a strategic lens, the returns on educational investment are substantial, often surpassing those of traditional financial assets over time. The returns on investment in education are both tangible and intangible. On a tangible level, individuals with higher levels of education typically enjoy higher earning potential. Numerous studies have consistently shown that, on average, college graduates earn significantly more over their lifetimes compared to those with only a high school diploma. For example, data from the U.S. Bureau of Labor Statistics indicates that the median weekly earnings for individuals with a bachelor’s degree are nearly double those of high school graduates. This wage premium is not limited to specific professions; it spans across industries, from technology and healthcare to business and public service. Furthermore, higher education is correlated with lower unemployment rates. During economic downturns, individuals with advanced degrees often experience more job security, as they are more likely to be employed in roles that require specialized knowledge or skills. Beyond financial gains, education yields significant non-monetary benefits. It fosters personal growth by cultivating curiosity, resilience, and problem-solving abilities. Educated individuals are more likely to engage in civic activities, contribute to their communities, and make informed decisions about health, politics, and social issues. In a broader societal context, a well-educated population fuels innovation, drives economic growth, and strengthens democratic institutions. Nations that prioritize education consistently outperform others in terms of productivity, technological advancement, and quality of life. The ripple effects of individual educational investment can thus be seen as collective investments in national prosperity and social cohesion. Despite these clear advantages, the costs associated with education remain a significant barrier for many. Tuition fees, textbooks, transportation, and the opportunity cost of time spent studying rather than working can be overwhelming, especially for low-income families. In many countries, rising tuition prices have led to increasing student debt, which can discourage enrollment or delay graduation. The financial burden may also deter individuals from pursuing certain fields of study, particularly in areas like the humanities or public service, where salary prospects are lower but social value is high. To mitigate these costs, a multi-pronged approach is necessary. Governments play a crucial role by expanding access to public education at all levels and providing scholarships, grants, and low-interest student loans. Some countries have successfully implemented tuition-free college programs, which have dramatically increased enrollment rates and reduced socioeconomic disparities in education. At the individual level, students can explore alternative pathways such as community colleges, online courses, and apprenticeships, which often offer high-quality instruction at a fraction of the cost. By strategically choosing programs with strong job placement records or industry certifications, learners can maximize return on investment without incurring excessive debt. Employers also have a responsibility in this ecosystem. Many companies are now investing in employee education through tuition reimbursement programs, partnerships with educational institutions, or internal training initiatives. These efforts not only enhance workforce skills but also improve employee retention and morale. When employers support education, they help close the skills gap and ensure their workforce remains competitive in a global economy. Additionally, financial planning is essential for managing educational expenses. Families should begin early by setting aside funds in education savings accounts, such as 529 plans in the United States, which offer tax advantages for education-related expenses. Students should also carefully evaluate the cost-benefit ratio of different programs and institutions, considering not only tuition but also location, duration, and career outcomes. Transparency in institutional reporting of graduation rates, job placement statistics, and average salaries can also help inform smarter decisions. In conclusion, the decision to invest in education is one of the most valuable choices an individual can make. The long-term returns—both economic and personal—are profound and enduring. While the costs can be daunting, they are not insurmountable. Through a combination of public policy, institutional innovation, employer support, and individual planning, the barriers to access can be significantly reduced. Education remains one of the most effective tools for personal empowerment and societal advancement. As the world continues to evolve, the ability to learn, adapt, and innovate will become increasingly vital. By investing wisely in education, individuals and societies alike position themselves for a more prosperous, equitable, and sustainable future.
Inkling623 words
The decision to invest in education represents one of the most consequential financial and personal commitments an individual can make. Framed within human capital theory, education is not merely a consumption good but a strategic investment that yields returns over a lifetime. Like any capital allocation, however, it requires weighing anticipated benefits against explicit and implicit costs, while identifying mechanisms to reduce risk and maximize efficiency. Understanding the approximate magnitude of returns, cataloging the full spectrum of costs, and applying practical mitigation strategies are essential for students, policymakers, and institutions alike. The returns on educational investment are substantial and well-documented, spanning both private and social domains. At the individual level, empirical data consistently show that each additional year of schooling correlates with higher lifetime earnings. For tertiary education specifically, private internal rates of return typically range between seven and twelve percent annually, depending on the country, field of study, and economic cycle. In practical terms, university graduates often earn premiums of fifty to eighty percent over those with only secondary schooling, with the gap widening in knowledge-based economies. Beyond income, education enhances employability, reducing unemployment risk and accelerating career mobility. Non-monetary returns are equally significant: improved health outcomes, greater civic participation, and enhanced problem-solving capacity contribute to overall quality of life. From a societal perspective, educated populations drive innovation, increase tax revenues, and reduce dependency on social welfare systems, generating social returns that often match or complement private gains. Despite these compelling benefits, the costs of educational investment are multifaceted and can be prohibitive if unanticipated. Direct costs encompass tuition fees, textbooks, technology, transportation, and accommodation, with tertiary education in particular demanding substantial outlays—sometimes exceeding tens of thousands of dollars annually in private institutions. More insidious are the opportunity costs: every year spent in full-time study represents foregone wages and work experience that could have accumulated in the labor market. For a young adult, this indirect cost can rival or surpass direct expenditures. Additionally, psychological costs—including stress, anxiety related to academic performance, and the risk of dropout—carry real economic consequences if investment is not completed. There is also market risk: rapid technological change and credential inflation can devalue specific degrees, leaving graduates with debt but without proportional income growth. Mitigating these costs requires a coordinated strategy involving personal planning, institutional support, and public policy. On an individual level, prospective students should conduct rigorous cost-benefit analyses, selecting fields with strong labor-market demand and considering lower-cost pathways such as community colleges or vocational certifications that offer targeted skills at reduced expense. Part-time employment, internships, and cooperative education programs can offset direct costs while preserving some income flow, though these must be balanced against academic performance. Financial aid mechanisms—scholarships, grants, and need-based subsidies—reduce reliance on high-interest debt. At the governmental level, public funding for primary and secondary education lowers baseline barriers, while income-contingent loan repayment schemes align debt obligations with post-graduation earnings, reducing default risk and psychological burden. Furthermore, modular and lifelong learning frameworks allow individuals to spread education across their working lives, distributing costs over time and adapting skill acquisition to evolving market needs. Employers can contribute through tuition reimbursement programs and apprenticeships, internalizing part of the investment while securing tailored talent. In conclusion, investing in education remains one of the highest-yielding decisions available, delivering returns that compound across economic, social, and personal dimensions. Yet these returns are not automatic; they depend on navigating direct expenditures, opportunity costs, and market uncertainties with foresight. By leveraging financial aid, selecting efficient educational pathways, and supporting policies that distribute risk, individuals and societies can optimize the investment equation. Ultimately, education should be approached with the same rigor applied to any major capital project—analyzed, funded strategically, and continuously evaluated—to ensure that its profound benefits are realized without undue hardship.