GPT OSS 20B

Closest matchQwen3 30B A3B
Blend score31.1%

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. 01Qwen3 30B A3B31.1%
  2. 02GPT 4.1 Nano29.3%
  3. 03Grok 4 Fast27.3%
  4. 04Gemini 2.5 Flash Lite24.7%
  5. 05Mistral Nemo20.5%
  6. 06Gemma 3 4B IT17.7%
  7. 07GLM 4.617.3%
  8. 08GPT 4o Mini15.9%
  9. 09Llama 4 Scout12.8%
  10. 10Grok 4.54.8%
  11. 11Inkling3.9%
  12. 12Gemini 3.1 Pro3.1%
  13. 13GLM 5.23.1%
  14. 14Claude Sonnet 52.9%
  15. 15DeepSeek V4 Pro2.7%
  16. 16Claude Opus 4.82.4%
  17. 17Claude Fable 51.8%
  18. 18Kimi K31.6%
  19. 19GPT 5.6 Sol0.9%

Head to head

GPT OSS 20BOpenAI · 200 outputs
vs
DeepSeek V4 ProDeepSeek · 100 outputs
View DeepSeek V4 Pro profile
Blend score2.7%
1,327 onlyGPT OSS 20B73 shared1,327 onlyDeepSeek V4 Pro

GPT OSS 20Bonly1,327

  1. key performance indicatorsessays · 3-gram13×
  2. real time dataessays · 3-gram7×
  3. data driven decisionessays · 3-gram6×
  4. driven decision makingessays · 3-gram6×
  5. corporate social responsibilityessays · 3-gram4×
  6. world war iiessays · 3-gram5×
  7. social media platformsessays · 3-gram3×
  8. performance indicators kpisessays · 3-gram7×
  9. decision making processesessays · 3-gram4×
  10. real time monitoringessays · 3-gram6×
  11. supply chain disruptionsessays · 3-gram10×
  12. twenty first centuryessays · 3-gram4×
  13. early th centuryessays · 3-gram0×
  14. public private partnershipsessays · 3-gram9×
  15. play pivotal roleessays · 3-gram0×
  16. cross functional collaborationessays · 3-gram1×
  17. culture continuous improvementessays · 3-gram0×
  18. cross functional teamsessays · 3-gram5×
  19. one size fitsessays · 3-gram2×
  20. plays pivotal roleessays · 3-gram0×
  21. cognitive behavioral therapyessays · 3-gram1×
  22. mental health servicesessays · 3-gram2×
  23. early twentieth centuryessays · 3-gram2×
  24. supply chain managementessays · 3-gram9×
  25. provide real timeessays · 3-gram2×
  26. artificial intelligence aiessays · 3-gram5×
  27. global supply chainsessays · 3-gram2×
  28. world health organizationessays · 3-gram0×
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  30. double edged swordessays · 3-gram4×
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  33. electronic health recordsessays · 3-gram7×
  34. data driven approachessays · 3-gram2×
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  36. randomized controlled trialsessays · 3-gram2×
  37. semi structured interviewsessays · 3-gram3×
  38. evidence based practiceessays · 3-gram0×
  39. global supply chainessays · 3-gram4×
  40. user generated contentessays · 3-gram0×
  41. long term successessays · 3-gram4×
  42. new revenue streamsessays · 3-gram2×
  43. challenges mitigation strategiesessays · 3-gram0×
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  47. rapid technological changeessays · 3-gram3×
  48. e commerce platformsessays · 3-gram1×
  49. machine learning algorithmsessays · 3-gram4×
  50. challenges future directionsessays · 3-gram0×
  51. loyal customer baseessays · 3-gram3×
  52. behavioral therapy cbtessays · 3-gram1×
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  54. creating virtuous cycleessays · 3-gram0×
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  63. long term viabilityessays · 3-gram2×
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  105. randomized controlled trialessays · 3-gram0×
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  123. evidence based strategiesessays · 3-gram0×
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  131. size fits approachessays · 3-gram0×
  132. shifting consumer preferencesessays · 3-gram1×
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  156. sub saharan africaessays · 3-gram0×
  157. inclusive decision makingessays · 3-gram0×
  158. future directions despiteessays · 3-gram0×
  159. requires multifaceted approachessays · 3-gram0×
  160. low income familiesessays · 3-gram4×
  161. employee engagement scoresessays · 3-gram1×
  162. public health campaignsessays · 3-gram0×
  163. future research couldessays · 3-gram2×
  164. artificial intelligence machineessays · 3-gram0×
  165. intelligence machine learningessays · 3-gram0×
  166. fostering culture continuousessays · 3-gram0×
  167. leadership development programsessays · 3-gram3×
  168. small medium enterprisesessays · 3-gram0×
  169. long term outcomesessays · 3-gram0×
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  171. long term consequencesessays · 3-gram0×
  172. evidence based guidelinesessays · 3-gram1×
  173. culture continuous learningessays · 3-gram0×
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  176. long term contractsessays · 3-gram0×
  177. multi layered approachessays · 3-gram1×
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  187. shifting consumer expectationsessays · 3-gram0×
  188. relationship management crmessays · 3-gram0×
  189. control prevention cdcessays · 3-gram0×
  190. growing body researchessays · 3-gram0×
  191. diversified revenue streamsessays · 3-gram1×
  192. social learning theoryessays · 3-gram1×
  193. real world scenariosessays · 3-gram0×
  194. access quality educationessays · 3-gram0×
  195. challenges climate changeessays · 3-gram1×
  196. tools e gessays · 3-gram1×
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  198. cooperation council gccessays · 3-gram2×
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  225. cross functionalessays · 2-gram10×
  226. problem solvingessays · 2-gram12×
  227. performance metricsessays · 2-gram16×
  228. data collectionessays · 2-gram8×
  229. e commerceessays · 2-gram16×
  230. digital platformsessays · 2-gram14×
  231. market shareessays · 2-gram17×
  232. renewable energyessays · 2-gram9×
  233. supply chainsessays · 2-gram9×
  234. feedback loopsessays · 2-gram10×
  235. artificial intelligenceessays · 2-gram19×
  236. revenue streamsessays · 2-gram12×
  237. essay examinesessays · 2-gram11×
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  245. machine learningessays · 2-gram14×
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  249. extends beyondessays · 2-gram12×
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  261. cultural normsessays · 2-gram4×
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  264. training programsessays · 2-gram7×
  265. across multipleessays · 2-gram10×
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  270. third partyessays · 2-gram13×
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  272. empirical evidenceessays · 2-gram7×
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  284. community basedessays · 2-gram8×
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Shared73

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DeepSeek V4 Proonly1,327

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Same prompt, two outputs

63 of 100
Input prompt

Write the original essay that generated the following summary: Social phobia is a common disorder that can have a significant impact on an individual's life. It is characterized by a marked and persistent fear of one or more social or performance situations in which the person is exposed to unfamiliar people or to possible scrutiny by others. The individual fears that he or she will act in a way (or show anxiety symptoms) that will be humiliating or embarrassing.

Document similarity7.5%
GPT OSS 20B1,191 words
Social anxiety disorder, commonly known as social phobia, stands as one of the most prevalent yet often misunderstood psychiatric conditions affecting millions worldwide. While its symptoms may appear superficially similar to everyday shyness, the intensity, persistence, and pervasive impact of social phobia set it apart as a genuine mental health challenge. Understanding the disorder requires a comprehensive look at its defining characteristics, epidemiology, risk factors, neurobiological underpinnings, and the ways it disrupts daily functioning. By delineating these aspects, clinicians, educators, and the general public can appreciate the depth of the condition and the importance of early recognition and intervention. The diagnostic criteria for social anxiety disorder, as outlined in the DSM‑5, emphasize a persistent fear or anxiety about one or more social or performance situations. These situations involve exposure to potential scrutiny or evaluation by unfamiliar people, and the individual is aware that their fear is excessive or unreasonable. Crucially, the anxiety is not merely a fleeting embarrassment but a chronic state that endures for at least six months. The fear is triggered by the anticipation of negative evaluation—being judged, embarrassed, or humiliated—and often leads to avoidance behaviors that interfere with occupational, academic, or interpersonal functioning. The hallmark of social phobia is that the individual either cannot tolerate the anticipated social exposure or experiences intense distress, which can manifest through physical symptoms such as blushing, trembling, sweating, or gastrointestinal upset. Epidemiological data paint a stark picture of the disorder’s reach. Lifetime prevalence estimates hover around 12–15 % in the general population, with higher rates observed in specific subgroups such as college students and individuals with comorbid mood disorders. Gender differences appear modest, though some studies suggest a slightly higher prevalence in females, potentially reflecting societal expectations around social performance. Importantly, social phobia often emerges in late childhood or early adolescence, with the average onset between ages 12 and 18. The early onset underscores the need for developmental perspectives in both research and practice, as the disorder can derail educational trajectories and long‑term career prospects. Biologically, social anxiety disorder is not a single‑gene or single‑neurotransmitter condition but rather a complex interplay of genetic, neuroendocrine, and environmental factors. Twin studies consistently reveal a heritability estimate of roughly 30–40 %, indicating a moderate genetic contribution. Candidate genes implicated in the disorder include those regulating serotonin transport (SLC6A4) and the hypothalamic‑pituitary‑adrenal (HPA) axis (CRHR1). Neuroimaging research has identified hyperactivity in the amygdala, a key region for threat detection, alongside hypo‑activation of the prefrontal cortex, which is involved in executive control and emotion regulation. This neural signature suggests that individuals with social phobia may experience heightened threat perception coupled with diminished capacity to modulate anxiety responses. The neuroendocrine perspective further highlights dysregulation of cortisol release, contributing to heightened physiological arousal in social contexts. Environmental risk factors further compound the biological vulnerabilities. Parental modeling of anxious behavior, overprotective parenting, or critical communication patterns can foster maladaptive social cognitions. Peer victimization or social exclusion during formative years can cement negative self‑concepts, reinforcing the belief that social scrutiny will inevitably lead to embarrassment. Cultural expectations that valorize social competence can amplify the fear of failure, especially in collectivist societies where individual performance is closely tied to group perception. Trauma, such as bullying or humiliation, also increases the risk of developing social anxiety. The intersection of these environmental stressors with biological predispositions creates a potent risk profile that can be mitigated through early intervention. The functional consequences of social phobia are profound and multifaceted. At the individual level, avoidance of social interactions leads to isolation, limiting opportunities for personal growth, romantic relationships, and supportive networks. Academically, students may shy away from class participation, group projects, or extracurricular activities, which can impede skill development and hinder college admissions. Professionally, the fear of public speaking, networking, or performance evaluations can stall career advancement, relegating affected individuals to less demanding roles or job loss. Additionally, the chronic anxiety can precipitate comorbid conditions such as depression, substance abuse, and other anxiety disorders, creating a vicious cycle that further erodes quality of life. Family dynamics can also suffer as relatives may overcompensate or withdraw, inadvertently reinforcing the patient’s avoidance. Despite its prevalence and impact, social anxiety disorder is highly treatable, with evidence supporting both pharmacological and psychotherapeutic approaches. Cognitive‑behavioral therapy (CBT) remains the gold standard, focusing on restructuring maladaptive beliefs, exposure to feared situations, and developing coping skills. Exposure therapy, in particular, has shown remarkable efficacy in reducing avoidance behaviors and anxiety intensity. Acceptance and commitment therapy (ACT) and mindfulness‑based interventions are emerging adjuncts that help patients decouple distress from avoidance, fostering psychological flexibility. Pharmacologically, selective serotonin reuptake inhibitors (SSRIs) such as paroxetine and sertraline have demonstrated robust efficacy, while serotonin‑norepinephrine reuptake inhibitors (SNRIs) and certain benzodiazepines may be considered in specific cases. Combining medication with CBT often yields superior outcomes compared to either modality alone. Emerging technological advances also offer new avenues for treatment. Virtual reality exposure therapy (VRET) creates immersive social scenarios that can be tailored to individual fear hierarchies, allowing safe practice in controlled environments. Mobile applications delivering CBT modules, self‑monitoring, and real‑time coping strategies have increased accessibility, particularly for adolescents who are digital natives. Tele‑therapy platforms extend reach to rural or underserved populations, ensuring that geographic barriers do not impede access to evidence‑based care. However, these innovations must be integrated thoughtfully, with safeguards for privacy, data security, and therapeutic alliance. Prevention and early identification are equally vital. Screening tools such as the Social Phobia Inventory (SPIN) or the Liebowitz Social Anxiety Scale (LSAS) can be administered in primary care or school settings to flag high‑risk individuals. Educating parents, teachers, and school counselors about early signs—such as excessive self‑criticism, reluctance to participate in group activities, or persistent worry about evaluation—enables timely referrals. Resilience‑building programs that emphasize social skills training, self‑effectiveness, and emotion regulation can fortify adolescents against the development of social phobia. Moreover, cultivating inclusive classroom environments that reduce stigma around mental health encourages help‑seeking behaviors and fosters a supportive community. The societal impact of untreated social phobia extends beyond individual suffering. Economic analyses estimate that the disorder costs the global economy billions annually in lost productivity, absenteeism, and healthcare expenditures. In a world where collaboration and communicative competence are increasingly central to innovation, the pervasive avoidance behaviors associated with social anxiety can hamper organizational agility and creativity. Addressing social phobia, therefore, is not merely a clinical imperative but also a socio‑economic one. Policies that promote mental‑health literacy, reduce stigma, and mandate coverage for evidence‑based treatments can catalyze a shift toward a more mentally healthy workforce. In conclusion, social anxiety disorder transcends a simple label of “being shy” and represents a complex, multifactorial condition that disrupts personal, academic, and professional domains. Its etiology encompasses genetic susceptibilities, neurobiological dysregulations, and environmental stressors, while its manifestation is characterized by persistent fear of social scrutiny, avoidance behaviors, and significant functional impairment. Nonetheless, a robust evidence base confirms that effective treatments—particularly CBT and SSRIs—can dramatically reduce symptoms and restore quality of life. By integrating early detection, culturally sensitive interventions, and innovative technological tools, clinicians, educators, and policymakers can collectively mitigate the burden of social phobia and empower individuals to thrive in their social and professional spheres.
DeepSeek V4 Pro1,346 words
Social phobia, also known as social anxiety disorder, stands as one of the most prevalent mental health conditions worldwide, quietly shaping the lives of millions. Far more than simple shyness, it is a chronic and debilitating condition that infiltrates an individual’s daily existence, distorting social interactions into sources of profound distress. The disorder is characterized by a marked and persistent fear of one or more social or performance situations in which the person is exposed to unfamiliar people or to possible scrutiny by others. At its core lies a deep-seated terror of behaving in a manner—or displaying symptoms of anxiety—that will lead to humiliation or embarrassment. This essay explores the multifaceted nature of social phobia, delving into its diagnostic criteria, the lived experience of those affected, its causes, consequences, and the pathways toward recovery. To understand social phobia is to recognize it as a clinical condition with clearly defined boundaries. According to the Diagnostic and Statistical Manual of Mental Disorders, the diagnosis hinges on a fear that is excessive or unreasonable, lasting for at least six months in individuals over the age of eighteen. The feared social or performance situations almost invariably provoke an immediate anxiety response, which may escalate to a full-blown panic attack. Crucially, the individual recognizes that the fear is irrational, yet feels powerless to control it. This insight, however, does little to lessen the automatic surge of physiological symptoms: a racing heart, trembling, sweating, blushing, or a quavering voice—all of which the person dreads will be noticed and judged as signs of weakness or inadequacy. The fear thus becomes a self-fulfilling prophecy; the anxiety itself produces the very symptoms that the individual fears will lead to rejection. The impact of this disorder on an individual’s life is both profound and pervasive. Social phobia does not merely spike during public speaking or parties; it can corrupt the simplest of human exchanges. A person may avoid eye contact, struggle to eat in front of others, or refuse to use a public restroom. Everyday tasks such as making a phone call, attending a meeting, or even walking into a room full of people become ordeals. To evade these experiences, individuals often construct intricate avoidance strategies. They might decline job promotions, skip classes, or isolate themselves entirely, leading to severe functional impairment. Academic underachievement, unemployment, financial dependence, and a lack of meaningful relationships are common outcomes. The loneliness that ensues can spiral into major depressive disorder, substance abuse, or suicidal ideation, compounding the suffering. In children, the disorder may manifest as crying, tantrums, freezing, or clinging, and can disrupt the acquisition of crucial social skills, setting a trajectory for lifelong difficulties. The inner world of a person with social phobia is dominated by cognitive distortions that magnify perceived threats. A core feature is the “spotlight effect”—the conviction that one’s every movement and flaw is under intense, hostile observation. Before a social event, the individual may engage in hours of anticipatory anxiety, rehearsing conversations and imagining catastrophic outcomes. Afterwards, they conduct a brutal post-mortem, fixating on minor missteps and filtering out any positive feedback. Underpinning these patterns is a set of maladaptive beliefs: “I am inherently flawed,” “If I make a mistake, I will be completely ostracized,” or “I must appear perfectly confident and clever at all times.” These beliefs are often accompanied by high standards for social performance that are impossible to meet, leaving the person in a perpetual state of perceived failure. The origins of social phobia are best understood through a biopsychosocial lens, which acknowledges the interplay of genetic, environmental, and psychological factors. Twin studies have demonstrated a heritable component, with first-degree relatives of affected individuals having a two to three times higher risk of developing the disorder. Neurobiological research points to an overactive amygdala, the brain’s fear center, which triggers an exaggerated threat response. Imbalances in neurotransmitter systems, particularly serotonin and dopamine, are also implicated. From an evolutionary perspective, this hyper-sensitivity to social evaluation may have once served a protective function, helping individuals maintain their place in a group; however, in modern society, the response has become maladaptive. Yet biology alone does not tell the full story. Environmental influences, especially early learning experiences, play a critical role. Children who are subjected to criticism, bullying, rejection, or humiliation may internalize the view that the social world is dangerous. Overprotective or controlling parenting can stunt the development of self-efficacy, while modeling of anxious behaviors by parents can teach a child to fear social evaluation. Traumatic social events, such as being publicly teased for a stutter or blushing, can crystallize a specific fear that generalizes over time. Psychological theories further emphasize the role of conditioning and cognitive factors; a single panic attack in a social situation can create a learned association, and subsequent avoidance prevents the individual from unlearning the fear. The condition frequently travels with other disorders, complicating both diagnosis and treatment. Major depressive disorder is a common comorbidity, as is generalized anxiety disorder. Many individuals turn to alcohol or drugs to alleviate their anxiety in social settings, leading to a high prevalence of substance use disorders. Avoidant personality disorder, characterized by a pervasive pattern of social inhibition and feelings of inadequacy, overlaps considerably with the generalized subtype of social phobia, to the point where some researchers view them as different points on a single spectrum. The presence of these comorbid conditions necessitates a comprehensive treatment approach that addresses the full constellation of symptoms. Fortunately, social phobia is a highly treatable condition, and a range of effective interventions have been developed. Cognitive-behavioral therapy (CBT) stands as the gold standard of psychotherapy. In CBT, patients learn to identify and challenge their distorted thoughts through cognitive restructuring. They test their negative predictions through carefully designed behavioral experiments—for instance, deliberately making a small social error to see if the catastrophic consequences they anticipate actually occur. Exposure therapy, a key component, involves facing feared situations in a gradual, hierarchical manner until the anxiety extinguishes. Group therapy offers a unique opportunity to practice social skills in a safe environment and to receive feedback that contradicts negative self-perceptions. Pharmacotherapy provides another avenue for relief, particularly for those with severe symptoms or limited access to therapy. Selective serotonin reuptake inhibitors (SSRIs), such as paroxetine and sertraline, are first-line medications that help regulate mood and reduce anxiety. Serotonin-norepinephrine reuptake inhibitors (SNRIs) and certain monoamine oxidase inhibitors (MAOIs) are also effective, though the latter require dietary restrictions. Beta-blockers may be prescribed for performance-specific anxiety to control physiological symptoms like tremors, while benzodiazepines are used with caution due to their potential for dependence. Often, a combination of medication and therapy yields the best results, especially for patients with comorbidities. Beyond formal treatment, emerging therapies and lifestyle adjustments offer additional support. Mindfulness-based interventions teach individuals to observe their anxious thoughts without judgment, breaking the cycle of rumination. Virtual reality exposure therapy allows people to practice social interactions in a controlled, simulated environment. Self-help strategies, such as regular exercise, adequate sleep, and gradual social experimentation, empower individuals to take an active role in their recovery. Support groups, both in-person and online, combat the isolation that is so central to the disorder by connecting people who share similar struggles. In conclusion, social phobia is a common disorder that can have a significant impact on an individual’s life, extending its tendrils into every domain of functioning. It is defined by a marked and persistent fear of social or performance situations, driven by the dread of humiliation. Yet its clinical description only hints at the daily torment it inflicts. Behind the diagnostic labels lie real people fighting invisible battles—battles that are, however, eminently winnable. With accurate diagnosis, destigmatization, and access to evidence-based treatments, those suffering from social phobia can reclaim their lives. They can move from a world of avoidance and self-criticism to one where social connections are a source of joy rather than terror. The journey is rarely linear, but it is a testament to human resilience that recovery is not only possible but probable, illuminating a path from the shadows of fear into the light of authentic engagement.