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{
"content": "You are an expert in textual forensics. Your job is to decide whether the following text is AI-generated or human-written. Please reason step by step, considering the style, structure, and content of the text. Justify your decision by pointing out specific features or characteristics of the text t... | [
{
"content": "{\n \"rationale\": \"First, the text is very polished yet generically phrased with some redundancy and mechanical word choices. Second, it contains a technical inconsistency — claiming variational parameters are \\\"acquired through sampling from the genuine posterior via gradient descent\\\" con... |
[
{
"content": "You are an expert in textual forensics. Your job is to decide whether the following text is AI-generated or human-written. Please reason step by step, considering the style, structure, and content of the text. Justify your decision by pointing out specific features or characteristics of the text t... | [
{
"content": "{\n \"rationale\": \"First, the passage reads like a high-level academic abstract with generic hedging, passive constructions, and broad claims but no concrete results or metrics. Second, there are awkward collocations and redundant phrasings (e.g., \\\"it has been evidenced\\\", \\\"has been sug... |
[
{
"content": "You are an expert in textual forensics. Your job is to decide whether the following text is AI-generated or human-written. Please reason step by step, considering the style, structure, and content of the text. Justify your decision by pointing out specific features or characteristics of the text t... | [
{
"content": "{\n \"rationale\": \"First, the polished, high-level academic style and correct technical framing fit scholarly abstracts, but the language leans toward generic promotional phrasing (e.g., 'novel', 'intricately', 'coherent and meaningful') typical of AI summaries. Second, the odd capitalization '... |
[
{
"content": "You are an expert in textual forensics. Your job is to decide whether the following text is AI-generated or human-written. Please reason step by step, considering the style, structure, and content of the text. Justify your decision by pointing out specific features or characteristics of the text t... | [
{
"content": "{\n \"rationale\": \"First, the passage has a highly polished, promotional tone with exclamation marks and a rhetorical question that reads like template-driven copy rather than spontaneous human nuance. Second, the compact enumeration of five experiment facets in one sentence and the use of broa... |
[
{
"content": "You are an expert in textual forensics. Your job is to decide whether the following text is AI-generated or human-written. Please reason step by step, considering the style, structure, and content of the text. Justify your decision by pointing out specific features or characteristics of the text t... | [
{
"content": "{\n \"rationale\": \"First, the paragraph is highly generic and promotional—using phrases like 'cutting-edge', 'straightforward', and 'excels'—and lacks concrete methodological or experimental details, a common trait of AI-written summaries. Second, it exhibits a formulaic and repetitive structur... |
[
{
"content": "You are an expert in textual forensics. Your job is to decide whether the following text is AI-generated or human-written. Please reason step by step, considering the style, structure, and content of the text. Justify your decision by pointing out specific features or characteristics of the text t... | [
{
"content": "{\n \"rationale\": \"First, the text reads like a polished research abstract with high-level claims and domain-specific terminology (e.g., 'representational geodesic'), showing strong fluency. Second, it is unusually generic and omits concrete details — no model names, datasets, metrics, or imple... |
[
{
"content": "You are an expert in textual forensics. Your job is to decide whether the following text is AI-generated or human-written. Please reason step by step, considering the style, structure, and content of the text. Justify your decision by pointing out specific features or characteristics of the text t... | [
{
"content": "{\n \"rationale\": \"First, the text's energetic, sweeping claims ('no bad local valleys', 'defy the odds') combined with a rhetorical question and exclamation create a promotional tone rather than the cautious, qualified language typical of careful human academic writing. Second, stylistic marke... |
[
{
"content": "You are an expert in textual forensics. Your job is to decide whether the following text is AI-generated or human-written. Please reason step by step, considering the style, structure, and content of the text. Justify your decision by pointing out specific features or characteristics of the text t... | [
{
"content": "{\n \"rationale\": \"First, the paragraph is concise and high-level, using generic academic phrasing without concrete experimental details (e.g., unnamed 'three techniques' and vague 'additional detection methods'), which is common in AI-generated summaries. Second, the language is fluent but sli... |
[
{
"content": "You are an expert in textual forensics. Your job is to decide whether the following text is AI-generated or human-written. Please reason step by step, considering the style, structure, and content of the text. Justify your decision by pointing out specific features or characteristics of the text t... | [
{
"content": "{\n \"rationale\": \"First, the text is highly generic and concise, resembling an abstract without specific experimental details or numerical results, which is characteristic of AI-generated summaries. Second, phrasing choices like \\\"Long Short Term Memory networks (LSTMs)\\\" (missing hyphen a... |
[
{
"content": "You are an expert in textual forensics. Your job is to decide whether the following text is AI-generated or human-written. Please reason step by step, considering the style, structure, and content of the text. Justify your decision by pointing out specific features or characteristics of the text t... | [
{
"content": "{\n \"rationale\": \"First, the paragraph is high-level and uses stock academic phrasing ('neural editor', 'edit encoder', 'promising results') without concrete experimental details. Second, it repeats concepts (e.g., 'capture') and lacks dataset names, metrics, or examples, a common trait of AI-... |
[
{
"content": "You are an expert in textual forensics. Your job is to decide whether the following text is AI-generated or human-written. Please reason step by step, considering the style, structure, and content of the text. Justify your decision by pointing out specific features or characteristics of the text t... | [
{
"content": "{\n \"rationale\": \"First, the text uses a conversational, engaging tone with rhetorical questions and analogies (e.g., 'Pretty cool, right?'), a style found in both human and AI writing. Second, it makes broad, high-level claims without technical specifics and uses emphatic phrases like 'It tot... |
[
{
"content": "You are an expert in textual forensics. Your job is to decide whether the following text is AI-generated or human-written. Please reason step by step, considering the style, structure, and content of the text. Justify your decision by pointing out specific features or characteristics of the text t... | [
{
"content": "{\n \"rationale\": \"First, the passage uses a promotional, metaphor-heavy tone (\\\"quest\\\", \\\"pesky multipliers\\\", \\\"buffet\\\") and some informal wording (\\\"energy-sipping\\\") that are common in generative outputs favoring vivid but generic imagery. Second, the content is high-level... |
[
{
"content": "You are an expert in textual forensics. Your job is to decide whether the following text is AI-generated or human-written. Please reason step by step, considering the style, structure, and content of the text. Justify your decision by pointing out specific features or characteristics of the text t... | [
{
"content": "{\n \"rationale\": \"First, the excerpt is highly generic and uses stock academic phrases like \\\"state-of-the-art\\\" and \\\"recent advancements,\\\" with few dataset or architecture specifics. Second, it makes a bold quantitative claim (\\\"several hundred-fold\\\") without supporting details... |
[
{
"content": "You are an expert in textual forensics. Your job is to decide whether the following text is AI-generated or human-written. Please reason step by step, considering the style, structure, and content of the text. Justify your decision by pointing out specific features or characteristics of the text t... | [
{
"content": "{\n \"rationale\": \"First, the passage reads like a polished academic abstract with high-level claims and confident numerical assertions but no dataset, baseline, or experimental detail. Second, it uses generic rhetorical markers (\\\"We argue\\\", \\\"Crucially\\\") and repeats buzzwords (e.g.,... |
[
{
"content": "You are an expert in textual forensics. Your job is to decide whether the following text is AI-generated or human-written. Please reason step by step, considering the style, structure, and content of the text. Justify your decision by pointing out specific features or characteristics of the text t... | [
{
"content": "{\n \"rationale\": \"First, the passage uses simplified metaphors, promotional language, and broad claims without specific metrics (e.g., \\\"crushed it!\\\") that match common AI-generated summarization style. Second, it maintains a uniformly polished, upbeat tone and omits concrete experimental... |
[
{
"content": "You are an expert in textual forensics. Your job is to decide whether the following text is AI-generated or human-written. Please reason step by step, considering the style, structure, and content of the text. Justify your decision by pointing out specific features or characteristics of the text t... | [
{
"content": "{\n \"rationale\": \"First, the text is highly concise and formulaic with a neutral, impersonal bullet structure and no authorial voice or caveats. Second, the wording closely mirrors common training-data phrasings (product of spectral norms, Frobenius norm, PAC-Bayes) that an AI tends to reprodu... |
[
{
"content": "You are an expert in textual forensics. Your job is to decide whether the following text is AI-generated or human-written. Please reason step by step, considering the style, structure, and content of the text. Justify your decision by pointing out specific features or characteristics of the text t... | [
{
"content": "{\n \"rationale\": \"First, the text exhibits a polished, high-level abstract style filled with generic academic buzzwords ('novel framework', 'rigorously prove', 'global optimum'), which is characteristic of AI-generated summaries. Second, it lacks concrete details—no method names, equations, da... |
[
{
"content": "You are an expert in textual forensics. Your job is to decide whether the following text is AI-generated or human-written. Please reason step by step, considering the style, structure, and content of the text. Justify your decision by pointing out specific features or characteristics of the text t... | [
{
"content": "{\n \"rationale\": \"First, the text has a high-level, schematic structure (numbered steps, catchy metaphors like “skill school” and “boss”) and lacks concrete experimental details, metrics, or novel technical specifics, which is common in AI-generated summaries that prioritize generality. Second... |
[
{
"content": "You are an expert in textual forensics. Your job is to decide whether the following text is AI-generated or human-written. Please reason step by step, considering the style, structure, and content of the text. Justify your decision by pointing out specific features or characteristics of the text t... | [
{
"content": "{\n \"rationale\": \"First, the passage uses polished, abstract academic phrasing and repeated metaphors (e.g., 'conductor', 'master of adaptation'), which often appear in AI-generated summaries. Second, it lacks concrete details, experiments, or specific technical choices and instead offers broa... |
[
{
"content": "You are an expert in textual forensics. Your job is to decide whether the following text is AI-generated or human-written. Please reason step by step, considering the style, structure, and content of the text. Justify your decision by pointing out specific features or characteristics of the text t... | [
{
"content": "{\n \"rationale\": \"First, the passage uses high-level promotional language and broad claims ('truly exciting', 'incredible potential') without providing concrete metrics or experimental details. Second, the uniformly upbeat tone, repetitive generalities, and lack of methodological caveats resem... |
[
{
"content": "You are an expert in textual forensics. Your job is to decide whether the following text is AI-generated or human-written. Please reason step by step, considering the style, structure, and content of the text. Justify your decision by pointing out specific features or characteristics of the text t... | [
{
"content": "{\n \"rationale\": \"First, the text leans heavily on generic buzzwords and high-level claims (elegant, principled, impressive scalability) without technical specifics or citations, which is typical of AI-generated abstracts. Second, it shows repetitive flattering adjectives, a rhetorical simile ... |
[
{
"content": "You are an expert in textual forensics. Your job is to decide whether the following text is AI-generated or human-written. Please reason step by step, considering the style, structure, and content of the text. Justify your decision by pointing out specific features or characteristics of the text t... | [
{
"content": "{\n \"rationale\": \"First, the text blends grandiose, promotional phrasing with technical jargon in a smooth, polished way that often characterizes AI-generated summaries. Second, it contains consistent grammar, balanced sentence structure, and some redundant clarifications (e.g., 'MCMC operator... |
[
{
"content": "You are an expert in textual forensics. Your job is to decide whether the following text is AI-generated or human-written. Please reason step by step, considering the style, structure, and content of the text. Justify your decision by pointing out specific features or characteristics of the text t... | [
{
"content": "{\n \"rationale\": \"First, the text uses high-level, generic descriptions (e.g., \\\"hierarchical RNN\\\" without implementation details) rather than concrete methodological specifics, which is common in AI-generated summaries. Second, the tone is promotional and packed with buzzwords and coined... |
[
{
"content": "You are an expert in textual forensics. Your job is to decide whether the following text is AI-generated or human-written. Please reason step by step, considering the style, structure, and content of the text. Justify your decision by pointing out specific features or characteristics of the text t... | [
{
"content": "{\n \"rationale\": \"First, the passage reads like a high-level abstract: it strings together technical buzzwords (e.g., 'novel training algorithm', 'f-divergence minimization', 'density ratio estimation') without concrete details or results. Second, the language is uniformly polished and formula... |
[
{
"content": "You are an expert in textual forensics. Your job is to decide whether the following text is AI-generated or human-written. Please reason step by step, considering the style, structure, and content of the text. Justify your decision by pointing out specific features or characteristics of the text t... | [
{
"content": "{\n \"rationale\": \"First, the passage is highly polished and promotional, using broad metaphors and sweeping claims with few concrete methodological details, which often indicates model-generated summary text. Second, it correctly names technical concepts (KL divergences, wake-sleep, importance... |
[
{
"content": "You are an expert in textual forensics. Your job is to decide whether the following text is AI-generated or human-written. Please reason step by step, considering the style, structure, and content of the text. Justify your decision by pointing out specific features or characteristics of the text t... | [
{
"content": "{\n \"rationale\": \"First, the text has a polished, promotional tone with high-level claims but no specific algorithm names, dataset identifiers, or metrics. Second, it gives concrete counts (four algorithms, six datasets) while remaining vague about methods and results, a pattern common in AI-g... |
[
{
"content": "You are an expert in textual forensics. Your job is to decide whether the following text is AI-generated or human-written. Please reason step by step, considering the style, structure, and content of the text. Justify your decision by pointing out specific features or characteristics of the text t... | [
{
"content": "{\n \"rationale\": \"First, the text is highly concise and formulaic, using parallel bulletized points and generic claims without empirical details (no dataset names, no quantitative results), which is characteristic of AI-generated summaries. Second, the language is uniformly neutral and lacks a... |
[
{
"content": "You are an expert in textual forensics. Your job is to decide whether the following text is AI-generated or human-written. Please reason step by step, considering the style, structure, and content of the text. Justify your decision by pointing out specific features or characteristics of the text t... | [
{
"content": "{\n \"rationale\": \"First, the passage stacks reinforcement-learning buzzwords and specific algorithmic phrases in a promotional, formulaic way (e.g., truncated importance sampling with bias correction, stochastic dueling network architectures, trust region policy optimization), which is typical... |
[
{
"content": "You are an expert in textual forensics. Your job is to decide whether the following text is AI-generated or human-written. Please reason step by step, considering the style, structure, and content of the text. Justify your decision by pointing out specific features or characteristics of the text t... | [
{
"content": "{\n \"rationale\": \"First, the passage is highly polished and abstract-like, making broad claims without quantitative details, citations, or methodological specifics, which is characteristic of AI-generated summaries. Second, it exhibits mild redundancy (e.g., 'narrow concentration... within a r... |
[
{
"content": "You are an expert in textual forensics. Your job is to decide whether the following text is AI-generated or human-written. Please reason step by step, considering the style, structure, and content of the text. Justify your decision by pointing out specific features or characteristics of the text t... | [
{
"content": "{\n \"rationale\": \"First, the text's high-level, polished, and generic phrasing—phrases like \\\"definitive theoretical framework\\\" and \\\"rigorous mathematical foundations\\\"—but with no theorems, equations, citations, or concrete examples, resembles a formulaic abstract often produced by ... |
[
{
"content": "You are an expert in textual forensics. Your job is to decide whether the following text is AI-generated or human-written. Please reason step by step, considering the style, structure, and content of the text. Justify your decision by pointing out specific features or characteristics of the text t... | [
{
"content": "{\n \"rationale\": \"First, the passage relies on generic, promotional language and lacks concrete methodological details or quantitative results, which is common in AI-generated summaries. Second, the wording is highly polished and uniformly structured, with buzzwords and an unusual, underexplai... |
[
{
"content": "You are an expert in textual forensics. Your job is to decide whether the following text is AI-generated or human-written. Please reason step by step, considering the style, structure, and content of the text. Justify your decision by pointing out specific features or characteristics of the text t... | [
{
"content": "{\n \"rationale\": \"First, the text uses high-level, promotional language and vague claims without concrete details, citations, or quantitative results, which is typical of AI-generated summaries. Second, it repeats generic phrases (e.g., \\\"memory augmentation\\\", \\\"scales gracefully\\\", \... |
[
{
"content": "You are an expert in textual forensics. Your job is to decide whether the following text is AI-generated or human-written. Please reason step by step, considering the style, structure, and content of the text. Justify your decision by pointing out specific features or characteristics of the text t... | [
{
"content": "{\n \"rationale\": \"First, the text uses high-level, generic praise and marketing-style language with few technical specifics or metrics, which is characteristic of AI-generated summaries. Second, it features simple, repetitive phrasing, colloquial metaphor (“untangling a messy ball of yarn!”) a... |
[
{
"content": "You are an expert in textual forensics. Your job is to decide whether the following text is AI-generated or human-written. Please reason step by step, considering the style, structure, and content of the text. Justify your decision by pointing out specific features or characteristics of the text t... | [
{
"content": "{\n \"rationale\": \"First, the text reads like a concise academic abstract with high-level claims and a neat proportional result (K/N) but lacks citations, detailed limitations, or concrete experimental metrics beyond a mention of 'MNIST', which is typical of AI-generated summaries. Second, the ... |
[
{
"content": "You are an expert in textual forensics. Your job is to decide whether the following text is AI-generated or human-written. Please reason step by step, considering the style, structure, and content of the text. Justify your decision by pointing out specific features or characteristics of the text t... | [
{
"content": "{\n \"rationale\": \"First, the passage has a polished, promotional yet generic tone and balanced sentence structures that favor broad conceptual framing over concrete detail. Second, it repeatedly uses high-level metaphors (invisible threads, custom-designed compass) and avoids technical specifi... |
[
{
"content": "You are an expert in textual forensics. Your job is to decide whether the following text is AI-generated or human-written. Please reason step by step, considering the style, structure, and content of the text. Justify your decision by pointing out specific features or characteristics of the text t... | [
{
"content": "{\n \"rationale\": \"First, the text is highly polished and generic with boilerplate academic phrasing and enumerated claims, which is typical of AI-generated summaries. Second, it makes plausible but vague claims (e.g., 'competitive results' and 'outperforms...') without quantitative metrics, ci... |
[
{
"content": "You are an expert in textual forensics. Your job is to decide whether the following text is AI-generated or human-written. Please reason step by step, considering the style, structure, and content of the text. Justify your decision by pointing out specific features or characteristics of the text t... | [
{
"content": "{\n \"rationale\": \"First, the text is highly polished and concise yet lacks empirical detail or specific results, which is common in AI-generated summaries. Second, it uses neat, dichotomous labels (\\\"Abstract Neurons\\\", \\\"Episodic Neurons\\\") and generic concluding phrasing that suggest... |
[
{
"content": "You are an expert in textual forensics. Your job is to decide whether the following text is AI-generated or human-written. Please reason step by step, considering the style, structure, and content of the text. Justify your decision by pointing out specific features or characteristics of the text t... | [
{
"content": "{\n \"rationale\": \"First, the text is highly generic and formulaic, using buzzwords like \\\"novel generalization bound\\\", \\\"spectral norms\\\", \\\"Frobenius norm\\\" and \\\"PAC-Bayes\\\" without technical detail or concrete equations. Second, the wording is compact and somewhat redundant... |
[
{
"content": "You are an expert in textual forensics. Your job is to decide whether the following text is AI-generated or human-written. Please reason step by step, considering the style, structure, and content of the text. Justify your decision by pointing out specific features or characteristics of the text t... | [
{
"content": "{\n \"rationale\": \"First, the text is high-level and uses generic promotional phrases without concrete experimental details or citations, which is common in AI-generated summaries. Second, the structure is very clean and lists standard components (RNN encoder, attention, decoder) in a templated... |
[
{
"content": "You are an expert in textual forensics. Your job is to decide whether the following text is AI-generated or human-written. Please reason step by step, considering the style, structure, and content of the text. Justify your decision by pointing out specific features or characteristics of the text t... | [
{
"content": "{\n \"rationale\": \"First, the text is highly polished and uses generic, high-level claims (e.g., 'novel phrase-based attention mechanisms' and 'significant improvements') without methodological specifics, which is characteristic of AI-generated summaries. Second, it correctly deploys domain ter... |
[
{
"content": "You are an expert in textual forensics. Your job is to decide whether the following text is AI-generated or human-written. Please reason step by step, considering the style, structure, and content of the text. Justify your decision by pointing out specific features or characteristics of the text t... | [
{
"content": "{\n \"rationale\": \"First, the text combines accurate technical terms (real NVP, exact log-likelihood/sampling/inference) with colloquial, promotional phrasing ('magic spells', 'super cool', 'totally rocked'), a blend often seen in AI-generated summaries. Second, it shows vague and slightly redu... |
[
{
"content": "You are an expert in textual forensics. Your job is to decide whether the following text is AI-generated or human-written. Please reason step by step, considering the style, structure, and content of the text. Justify your decision by pointing out specific features or characteristics of the text t... | [
{
"content": "{\n \"rationale\": \"First, the passage has a polished, promotional tone with broad claims and dramatic phrases (e.g., \\\"The results are astounding\\\", \\\"But there's more!\\\"), which often appear in AI-generated summaries. Second, it outlines high-level steps without concrete methodological... |
[
{
"content": "You are an expert in textual forensics. Your job is to decide whether the following text is AI-generated or human-written. Please reason step by step, considering the style, structure, and content of the text. Justify your decision by pointing out specific features or characteristics of the text t... | [
{
"content": "{\n \"rationale\": \"First, the passage is polished and high-level but lacks concrete methodological details, datasets, or numerical evidence, which is a common hallmark of AI-generated summaries. Second, its structure is formulaic — topic, observation, interpretation, implication — resembling co... |
[
{
"content": "You are an expert in textual forensics. Your job is to decide whether the following text is AI-generated or human-written. Please reason step by step, considering the style, structure, and content of the text. Justify your decision by pointing out specific features or characteristics of the text t... | [
{
"content": "{\n \"rationale\": \"First, the text is technically coherent and uses domain-specific terms (Kaldi, parameter averaging, Natural Gradient), which could come from an author familiar with speech recognition. Second, its high-level promotional tone, absence of experimental details or citations, and ... |
[
{
"content": "You are an expert in textual forensics. Your job is to decide whether the following text is AI-generated or human-written. Please reason step by step, considering the style, structure, and content of the text. Justify your decision by pointing out specific features or characteristics of the text t... | [
{
"content": "{\n \"rationale\": \"First, the prose is uniformly polished and abstract, using domain-appropriate terms like \\\"Hessian\\\", \\\"bulk\\\", and \\\"edge\\\" without giving concrete experimental details or citations. Second, the passage exhibits balanced hedging and generic claims (e.g., \\\"Our ... |
[
{
"content": "You are an expert in textual forensics. Your job is to decide whether the following text is AI-generated or human-written. Please reason step by step, considering the style, structure, and content of the text. Justify your decision by pointing out specific features or characteristics of the text t... | [
{
"content": "{\n \"rationale\": \"First, the text is very concise, uses neutral academic phrasing like \\\"shows promise\\\" and \\\"we investigate,\\\" and reads like a high-level abstract rather than a detailed human proposal. Second, it omits specifics (no methods, results, citations, or motivating example... |
[
{
"content": "You are an expert in textual forensics. Your job is to decide whether the following text is AI-generated or human-written. Please reason step by step, considering the style, structure, and content of the text. Justify your decision by pointing out specific features or characteristics of the text t... | [
{
"content": "{\n \"rationale\": \"First, the text uses a polished, promotional tone with superlatives and exclamation marks and relies on broad claims ('surprisingly', 'best part') rather than technical detail. Second, it omits concrete experimental specifics (no named datasets, architectures, baselines, or p... |
[
{
"content": "You are an expert in textual forensics. Your job is to decide whether the following text is AI-generated or human-written. Please reason step by step, considering the style, structure, and content of the text. Justify your decision by pointing out specific features or characteristics of the text t... | [
{
"content": "{\n \"rationale\": \"First, the passage has a highly promotional, generic tone with exclamation marks and buzzphrases (e.g., \\\"cool new system\\\", \\\"musical recipe\\\") rather than concrete experimental detail. Second, it makes vague claims about user preference over \\\"another AI system fr... |
[
{
"content": "You are an expert in textual forensics. Your job is to decide whether the following text is AI-generated or human-written. Please reason step by step, considering the style, structure, and content of the text. Justify your decision by pointing out specific features or characteristics of the text t... | [
{
"content": "{\n \"rationale\": \"First, the text uses polished, metaphor-heavy language and marketing-style flourishes (e.g., “secret handshake,” “variational magic”) while remaining light on concrete technical detail, which is typical of AI-generated summaries. Second, the structure has smooth, generic tran... |
[
{
"content": "You are an expert in textual forensics. Your job is to decide whether the following text is AI-generated or human-written. Please reason step by step, considering the style, structure, and content of the text. Justify your decision by pointing out specific features or characteristics of the text t... | [
{
"content": "{\n \"rationale\": \"First, the text mixes technical ML jargon with broad, cliché metaphors in a generic way rather than displaying a distinct personal voice. Second, small awkward phrasings like 'learning deep' and an overly regular rhyme/meter pattern suggest algorithmic assembly. Moreover, the... |
[
{
"content": "You are an expert in textual forensics. Your job is to decide whether the following text is AI-generated or human-written. Please reason step by step, considering the style, structure, and content of the text. Justify your decision by pointing out specific features or characteristics of the text t... | [
{
"content": "{\n \"rationale\": \"First, the paragraph follows a highly templated abstract structure (background, gap, contributions, experiments) with polished, generic academic phrasing that is common in AI-generated summaries. Second, while citations and technical terms are plausible, the text omits concre... |
[
{
"content": "You are an expert in textual forensics. Your job is to decide whether the following text is AI-generated or human-written. Please reason step by step, considering the style, structure, and content of the text. Justify your decision by pointing out specific features or characteristics of the text t... | [
{
"content": "{\n \"rationale\": \"First, the excerpt is highly generic and uses common academic buzzwords ('novel approach', 'flexible adversarial training framework', 'theoretical demonstration') without concrete specifics or empirical details. Second, the structure is polished and uniformly positive, with p... |
[
{
"content": "You are an expert in textual forensics. Your job is to decide whether the following text is AI-generated or human-written. Please reason step by step, considering the style, structure, and content of the text. Justify your decision by pointing out specific features or characteristics of the text t... | [
{
"content": "{\n \"rationale\": \"First, the passage is concise, neutral, and formulaic, using high-level claims and common ML buzzwords without detailed experimental data. Second, its balanced structure, explicit performance claims (e.g., \\\"up to two orders of magnitude\\\") and absence of authorship marke... |
[
{
"content": "You are an expert in textual forensics. Your job is to decide whether the following text is AI-generated or human-written. Please reason step by step, considering the style, structure, and content of the text. Justify your decision by pointing out specific features or characteristics of the text t... | [
{
"content": "{\n \"rationale\": \"First, the text uses polished, high-level academic phrasing with generic claims and minimal concrete details, which is characteristic of AI-generated summaries. Second, it contains clichés like \\\"artistic essence\\\" and \\\"significant step\\\" and abstracts technical spec... |
[
{
"content": "You are an expert in textual forensics. Your job is to decide whether the following text is AI-generated or human-written. Please reason step by step, considering the style, structure, and content of the text. Justify your decision by pointing out specific features or characteristics of the text t... | [
{
"content": "{\n \"rationale\": \"First, the passage is high-level and promotional, using polished yet non-specific claims (e.g., 'novel MIL formulation', 'preliminary experiments') without methodological detail or quantitative results. Second, it strings together technical buzzwords ('fully convolutional', '... |
[
{
"content": "You are an expert in textual forensics. Your job is to decide whether the following text is AI-generated or human-written. Please reason step by step, considering the style, structure, and content of the text. Justify your decision by pointing out specific features or characteristics of the text t... | [
{
"content": "{\n \"rationale\": \"First, the text uses generic promotional language and vague superlatives like game-changing and astonishing results without concrete metrics, which is characteristic of AI-generated marketing-style outputs. Second, it mixes plausible technical terminology such as a dot produc... |
[
{
"content": "You are an expert in textual forensics. Your job is to decide whether the following text is AI-generated or human-written. Please reason step by step, considering the style, structure, and content of the text. Justify your decision by pointing out specific features or characteristics of the text t... | [
{
"content": "{\n \"rationale\": \"First, the paragraph uses broad, declarative summaries and generic phrasing ('a type of AI called recurrent neural nets', 'simple convolutional ones') rather than specific experimental details or citations, which is common in AI-generated text. Second, it over-simplifies tech... |
[
{
"content": "You are an expert in textual forensics. Your job is to decide whether the following text is AI-generated or human-written. Please reason step by step, considering the style, structure, and content of the text. Justify your decision by pointing out specific features or characteristics of the text t... | [
{
"content": "{\n \"rationale\": \"First, the text has a highly promotional tone with exclamation marks and sweeping claims, which is common in AI-generated marketing-style outputs. Second, it mixes technical terms (variational approximation, posterior, gradient descent, ensembling) in a way that is slightly c... |
[
{
"content": "You are an expert in textual forensics. Your job is to decide whether the following text is AI-generated or human-written. Please reason step by step, considering the style, structure, and content of the text. Justify your decision by pointing out specific features or characteristics of the text t... | [
{
"content": "{\n \"rationale\": \"First, the passage is high-level and generic with few technical specifics, which is typical of AI summarization. Second, the language is polished, uses conversational connectors like \\\"But here's the thing,\\\" and contains marketing-like phrasing (\\\"we've come up with an... |
[
{
"content": "You are an expert in textual forensics. Your job is to decide whether the following text is AI-generated or human-written. Please reason step by step, considering the style, structure, and content of the text. Justify your decision by pointing out specific features or characteristics of the text t... | [
{
"content": "{\n \"rationale\": \"First, the text has highly generic, polished academic phrasing and a compact problem-method-result structure often seen in machine-generated abstracts. Second, it omits concrete experimental details (hyperparameters, dataset splits, significance measures) and reports a rounde... |
[
{
"content": "You are an expert in textual forensics. Your job is to decide whether the following text is AI-generated or human-written. Please reason step by step, considering the style, structure, and content of the text. Justify your decision by pointing out specific features or characteristics of the text t... | [
{
"content": "{\n \"rationale\": \"First, the tone is unusually promotional for an academic abstract—multiple exclamation marks and phrases like \\\"groundbreaking\\\" and \\\"nothing short of astonishing\\\" suggest an overenthusiastic, possibly machine-generated paraphrase. Second, there are small grammatica... |
[
{
"content": "You are an expert in textual forensics. Your job is to decide whether the following text is AI-generated or human-written. Please reason step by step, considering the style, structure, and content of the text. Justify your decision by pointing out specific features or characteristics of the text t... | [
{
"content": "{\n \"rationale\": \"First, the passage uses generic, promotional phrasing and sweeping claims like \\\"best in its class\\\" and \\\"way faster\\\" without technical detail or evidence, which is common in model-generated summaries. Second, it contains informal and somewhat redundant wording (e.g... |
[
{
"content": "You are an expert in textual forensics. Your job is to decide whether the following text is AI-generated or human-written. Please reason step by step, considering the style, structure, and content of the text. Justify your decision by pointing out specific features or characteristics of the text t... | [
{
"content": "{\n \"rationale\": \"First, the text is short, generic and makes broad claims without concrete methodological details, which is characteristic of summary-style model output. Second, it repeats phrases (e.g., “after harvesting”) and uses mildly awkward phrasing like “wants to help... by seeing if,... |
[
{
"content": "You are an expert in textual forensics. Your job is to decide whether the following text is AI-generated or human-written. Please reason step by step, considering the style, structure, and content of the text. Justify your decision by pointing out specific features or characteristics of the text t... | [
{
"content": "{\n \"rationale\": \"First, the passage adopts polished, promotional language with rhetorical questions and buzzwords (\\\"game-changing\\\", \\\"revolutionize\\\"), which matches common AI-generated marketing-style text. Second, it lacks concrete algorithmic details, empirical evidence, or speci... |
[
{
"content": "You are an expert in textual forensics. Your job is to decide whether the following text is AI-generated or human-written. Please reason step by step, considering the style, structure, and content of the text. Justify your decision by pointing out specific features or characteristics of the text t... | [
{
"content": "{\n \"rationale\": \"First, the paragraph reads like a high-level, polished abstract with broad claims but no dataset names, equations, or specific experimental details, which is typical of AI-generated summaries. Second, the language is uniformly formal and evenly balanced—introducing background... |
[
{
"content": "You are an expert in textual forensics. Your job is to decide whether the following text is AI-generated or human-written. Please reason step by step, considering the style, structure, and content of the text. Justify your decision by pointing out specific features or characteristics of the text t... | [
{
"content": "{\n \"rationale\": \"First, the passage makes sweeping absolute claims ('always', 'no matter where') without qualification, which often signals algorithmic summarization. Second, it lacks technical detail, evidence, or caveats and relies on broad generalizations rather than precise argumentation.... |
[
{
"content": "You are an expert in textual forensics. Your job is to decide whether the following text is AI-generated or human-written. Please reason step by step, considering the style, structure, and content of the text. Justify your decision by pointing out specific features or characteristics of the text t... | [
{
"content": "{\n \"rationale\": \"First, the text is very concise and uses high-level technical phrases (e.g., the product of the spectral norm of individual layers and the Frobenius norm) without providing specifics, which is characteristic of AI-generated summaries. Second, it lacks concrete details such as... |
[
{
"content": "You are an expert in textual forensics. Your job is to decide whether the following text is AI-generated or human-written. Please reason step by step, considering the style, structure, and content of the text. Justify your decision by pointing out specific features or characteristics of the text t... | [
{
"content": "{\n \"rationale\": \"First, the passage uses high-level buzzwords and superlatives (e.g., \\\"groundbreaking\\\", \\\"astonishing\\\", \\\"outstanding\\\") with no supporting specifics, which is typical of AI-generated marketing-style text. Second, it strings plausible technical terms (\\\"probab... |
[
{
"content": "You are an expert in textual forensics. Your job is to decide whether the following text is AI-generated or human-written. Please reason step by step, considering the style, structure, and content of the text. Justify your decision by pointing out specific features or characteristics of the text t... | [
{
"content": "{\n \"rationale\": \"First, the text is a polished, high-level abstract that uses broad claims without concrete metrics or citations, which is common in AI-generated summaries. Second, it packs many buzzwords and method names (e.g., \\\"Stochastic Neural Networks\\\", \\\"information-theoretic re... |
[
{
"content": "You are an expert in textual forensics. Your job is to decide whether the following text is AI-generated or human-written. Please reason step by step, considering the style, structure, and content of the text. Justify your decision by pointing out specific features or characteristics of the text t... | [
{
"content": "{\n \"rationale\": \"First, the text uses generic, high-level marketing language and lacks technical specifics or metrics that a human researcher would typically include. Second, it employs smooth, neutral phrasing and polished optimism (e.g., “We’re excited”, “good news”, “we were able”), patter... |
[
{
"content": "You are an expert in textual forensics. Your job is to decide whether the following text is AI-generated or human-written. Please reason step by step, considering the style, structure, and content of the text. Justify your decision by pointing out specific features or characteristics of the text t... | [
{
"content": "{\n \"rationale\": \"First, the text has an overly promotional and hyperbolic tone with multiple exclamation marks and marketing-like phrasing (\\\"groundbreaking discovery\\\", \\\"astonishing\\\") that is typical of generative summaries. Second, while it deploys specific technical terms (\\\"la... |
[
{
"content": "You are an expert in textual forensics. Your job is to decide whether the following text is AI-generated or human-written. Please reason step by step, considering the style, structure, and content of the text. Justify your decision by pointing out specific features or characteristics of the text t... | [
{
"content": "{\n \"rationale\": \"First, the passage uses grandiose, marketing-like phrases (e.g., “revolutionize”, “guarantee of success”) that are common in AI-generated summaries. Second, it cites Balcan et al. (2008) and correct terminology but stays high-level and vague about methods, proofs, or empirica... |
[
{
"content": "You are an expert in textual forensics. Your job is to decide whether the following text is AI-generated or human-written. Please reason step by step, considering the style, structure, and content of the text. Justify your decision by pointing out specific features or characteristics of the text t... | [
{
"content": "{\n \"rationale\": \"First, the text is highly polished and formulaic, matching abstract-style phrasing but lacking concrete methodological specifics or experimental results. Second, it deploys generic yet plausible technical terms (\\\"factorized form\\\", \\\"gating units\\\") and common benchm... |
[
{
"content": "You are an expert in textual forensics. Your job is to decide whether the following text is AI-generated or human-written. Please reason step by step, considering the style, structure, and content of the text. Justify your decision by pointing out specific features or characteristics of the text t... | [
{
"content": "{\n \"rationale\": \"First, the passage uses polished, high-level academic phrasing and generic claims (e.g., 'offers a fresh perspective', 'leveraging insights') without concrete methodological or experimental details. Second, it stacks technical buzzwords ('density ratio estimation', 'f-diverge... |
[
{
"content": "You are an expert in textual forensics. Your job is to decide whether the following text is AI-generated or human-written. Please reason step by step, considering the style, structure, and content of the text. Justify your decision by pointing out specific features or characteristics of the text t... | [
{
"content": "{\n \"rationale\": \"First, the text has a polished, abstract-like structure with many connective phrases (\\\"For instance\\\", \\\"Moreover\\\", \\\"Furthermore\\\") that read like a high-level summary. Second, it is generic and lacks concrete experimental details, dataset names, metrics, or ci... |
[
{
"content": "You are an expert in textual forensics. Your job is to decide whether the following text is AI-generated or human-written. Please reason step by step, considering the style, structure, and content of the text. Justify your decision by pointing out specific features or characteristics of the text t... | [
{
"content": "{\n \"rationale\": \"First, the text reads like a high-level academic abstract with generic claims and no concrete results, which is characteristic of AI-generated summaries. Second, it contains some technical but vague phrasing (e.g., \\\"expanding the student's forward and backward propagation ... |
[
{
"content": "You are an expert in textual forensics. Your job is to decide whether the following text is AI-generated or human-written. Please reason step by step, considering the style, structure, and content of the text. Justify your decision by pointing out specific features or characteristics of the text t... | [
{
"content": "{\n \"rationale\": \"First, the passage leans heavily on generic buzzwords and strong impact claims ('groundbreaking', 'game-changing', 'quantitatively validated') without presenting concrete methods, metrics, or evidence. Second, the prose is uniformly polished and marketing‑oriented with balanc... |
[
{
"content": "You are an expert in textual forensics. Your job is to decide whether the following text is AI-generated or human-written. Please reason step by step, considering the style, structure, and content of the text. Justify your decision by pointing out specific features or characteristics of the text t... | [
{
"content": "{\n \"rationale\": \"First, the passage is concise and generic, using vague phrases like \\\"Lots of neural models\\\" and \\\"top-performing models\\\" instead of naming datasets or architectures. Second, wording such as \\\"polynomial combos\\\" and \\\"degree 2 and up\\\" is informal and impre... |
[
{
"content": "You are an expert in textual forensics. Your job is to decide whether the following text is AI-generated or human-written. Please reason step by step, considering the style, structure, and content of the text. Justify your decision by pointing out specific features or characteristics of the text t... | [
{
"content": "{\n \"rationale\": \"First, the passage is concise, formal, and reads like an academic abstract, using high-level claims such as \\\"novel neural network component\\\" and \\\"state-of-the-art\\\" without methodological detail. Second, it employs generic phrasing and lacks concrete specifics (no ... |
[
{
"content": "You are an expert in textual forensics. Your job is to decide whether the following text is AI-generated or human-written. Please reason step by step, considering the style, structure, and content of the text. Justify your decision by pointing out specific features or characteristics of the text t... | [
{
"content": "{\n \"rationale\": \"First, the text is generic and high-level, using boilerplate academic phrases (e.g., \\\"This paper proposes a novel model\\\", \\\"enhance baseline performance\\\") without concrete details like dataset names, metrics, or specific model components. Second, the phrasing is ta... |
[
{
"content": "You are an expert in textual forensics. Your job is to decide whether the following text is AI-generated or human-written. Please reason step by step, considering the style, structure, and content of the text. Justify your decision by pointing out specific features or characteristics of the text t... | [
{
"content": "{\n \"rationale\": \"First, the text is highly formal and dense with technical buzzwords (e.g., “nonparametric neural networks”, “Lp penalty”, “adaptive radial-angular gradient descent”) which is typical of both academic abstracts and AI-generated summaries. Second, there are slightly odd or inco... |
[
{
"content": "You are an expert in textual forensics. Your job is to decide whether the following text is AI-generated or human-written. Please reason step by step, considering the style, structure, and content of the text. Justify your decision by pointing out specific features or characteristics of the text t... | [
{
"content": "{\n \"rationale\": \"First, the text is concise and polished but relies on high-level buzzwords and broad claims (e.g., \\\"state-of-the-art\\\" and \\\"outperforming current approaches\\\") without supporting specifics or evidence. Second, the phrasing is promotional and generic, with smooth but... |
[
{
"content": "You are an expert in textual forensics. Your job is to decide whether the following text is AI-generated or human-written. Please reason step by step, considering the style, structure, and content of the text. Justify your decision by pointing out specific features or characteristics of the text t... | [
{
"content": "{\n \"rationale\": \"First, the text uses polished, abstract academic phrasing and broad claims (e.g., 'we propose', 'our observation', 'experimental results support') without concrete dataset names, metrics, or numerical results. Second, it is highly coherent and logically structured but lacks m... |
[
{
"content": "You are an expert in textual forensics. Your job is to decide whether the following text is AI-generated or human-written. Please reason step by step, considering the style, structure, and content of the text. Justify your decision by pointing out specific features or characteristics of the text t... | [
{
"content": "{\n \"rationale\": \"First, the text has a polished, generic academic tone and offers high-level claims without citations or methodological detail, which is common in AI-generated abstracts. Second, it blends correct technical jargon (orbits, stabilizers) with an unusual coined term \\\"shadow gr... |
[
{
"content": "You are an expert in textual forensics. Your job is to decide whether the following text is AI-generated or human-written. Please reason step by step, considering the style, structure, and content of the text. Justify your decision by pointing out specific features or characteristics of the text t... | [
{
"content": "{\n \"rationale\": \"First, the text mixes precise technical terms (LDS, KL-divergence, 'three forward and backward propagation pairs', MNIST/SVHN/NORB) with promotional language, a hallmark of AI summarization that blends facts and marketing tone. Second, the prose is polished and generic, using... |
[
{
"content": "You are an expert in textual forensics. Your job is to decide whether the following text is AI-generated or human-written. Please reason step by step, considering the style, structure, and content of the text. Justify your decision by pointing out specific features or characteristics of the text t... | [
{
"content": "{\n \"rationale\": \"First, the text is high-level and polished but lacks technical specifics, equations, citations, or concrete experimental claims, which is typical of model-generated summaries. Second, it uses vague and marketing-like phrasing (e.g., \\\"provides a fresh understanding\\\", \\\... |
[
{
"content": "You are an expert in textual forensics. Your job is to decide whether the following text is AI-generated or human-written. Please reason step by step, considering the style, structure, and content of the text. Justify your decision by pointing out specific features or characteristics of the text t... | [
{
"content": "{\n \"rationale\": \"First, the excerpt's concise, neutral, encyclopedic tone with IPA pronunciation and parenthetical translation closely matches a typical human-edited reference entry. Second, specific orthographic features (British spelling colour), precise phrasing about painterly qualities a... |
[
{
"content": "You are an expert in textual forensics. Your job is to decide whether the following text is AI-generated or human-written. Please reason step by step, considering the style, structure, and content of the text. Justify your decision by pointing out specific features or characteristics of the text t... | [
{
"content": "{\n \"rationale\": \"First, the phrasing is idiomatic and specific, citing Breton and 'pure psychic automatism', which suggests subject-matter familiarity typical of human writing. Second, the sentence uses a parenthetical aside and the colloquial 'first and foremost', then ends abruptly with 'i.... |
[
{
"content": "You are an expert in textual forensics. Your job is to decide whether the following text is AI-generated or human-written. Please reason step by step, considering the style, structure, and content of the text. Justify your decision by pointing out specific features or characteristics of the text t... | [
{
"content": "{\n \"rationale\": \"First, the line is concise and encyclopedic, with specific historical markers ('post–World War II Western Art', '1960s and early 1970s') that resemble a human-written reference or excerpt. Second, punctuation choices (the en-dash in 'post–World War II') and the slightly clipp... |
[
{
"content": "You are an expert in textual forensics. Your job is to decide whether the following text is AI-generated or human-written. Please reason step by step, considering the style, structure, and content of the text. Justify your decision by pointing out specific features or characteristics of the text t... | [
{
"content": "{\n \"rationale\": \"First, the passage has a neutral, encyclopedic opening and concise factual statements characteristic of a reference entry. Second, it reproduces a precise historical quote from André Breton and a specific list of media, which suggests it was copied from a published source rat... |
[
{
"content": "You are an expert in textual forensics. Your job is to decide whether the following text is AI-generated or human-written. Please reason step by step, considering the style, structure, and content of the text. Justify your decision by pointing out specific features or characteristics of the text t... | [
{
"content": "{\n \"rationale\": \"First, the sentence is concise, factual, and resembles an encyclopedic summary about Gothic art. Second, it shows mild stylistic awkwardness and redundancy (\\\"Gothic art was a style of medieval art\\\") that suggests human editing rather than the sometimes over-polished phr... |
[
{
"content": "You are an expert in textual forensics. Your job is to decide whether the following text is AI-generated or human-written. Please reason step by step, considering the style, structure, and content of the text. Justify your decision by pointing out specific features or characteristics of the text t... | [
{
"content": "{\n \"rationale\": \"First, the passage is concise and factual in an encyclopedic tone, which could come from either source, but it contains a small grammatical omission (\\\"the Surrealist Manifesto published...\\\" missing \\\"was\\\") that is more typical of a human slip. Second, the phrasing ... |
[
{
"content": "You are an expert in textual forensics. Your job is to decide whether the following text is AI-generated or human-written. Please reason step by step, considering the style, structure, and content of the text. Justify your decision by pointing out specific features or characteristics of the text t... | [
{
"content": "{\n \"rationale\": \"First, the sentence has an encyclopedic, concise tone and enumerates specific art movements accurately, which matches edited human writing. Second, its compact single-sentence structure and nuanced phrasing (e.g., \\\"abstract qualities or symbolic content\\\") show subtle st... |
[
{
"content": "You are an expert in textual forensics. Your job is to decide whether the following text is AI-generated or human-written. Please reason step by step, considering the style, structure, and content of the text. Justify your decision by pointing out specific features or characteristics of the text t... | [
{
"content": "{\n \"rationale\": \"First, the excerpt has a neutral, encyclopedic tone with concise factual phrasing and a specific proper name (Richard Huelsenbeck), which resembles human-edited reference prose. Second, the punctuation (a semicolon and a parenthetical clarification) and the precise anecdotal ... |
[
{
"content": "You are an expert in textual forensics. Your job is to decide whether the following text is AI-generated or human-written. Please reason step by step, considering the style, structure, and content of the text. Justify your decision by pointing out specific features or characteristics of the text t... | [
{
"content": "{\n \"rationale\": \"First, the sentence is a concise, fact-focused scholarly summary with correct bibliographic details and dates, which matches human academic prose. Second, it shows natural economy of language and a specific linking of Godfrey's claim to Kosuth's manifesto without the hedging ... |
[
{
"content": "You are an expert in textual forensics. Your job is to decide whether the following text is AI-generated or human-written. Please reason step by step, considering the style, structure, and content of the text. Justify your decision by pointing out specific features or characteristics of the text t... | [
{
"content": "{\n \"rationale\": \"First, the sentence reads like concise encyclopedic prose with specific, accurate references to art movements and historical figures, which matches human-written sources such as reference articles. Second, the parallel list joined by semicolons and the mildly idiosyncratic ph... |
[
{
"content": "You are an expert in textual forensics. Your job is to decide whether the following text is AI-generated or human-written. Please reason step by step, considering the style, structure, and content of the text. Justify your decision by pointing out specific features or characteristics of the text t... | [
{
"content": "{\n \"rationale\": \"First, the sentence is very short and factual with no characteristic verbosity, repetition, or patterned phrasing often seen in AI outputs. Second, it lacks syntactic oddities, over-explanation, or filler that can indicate machine generation and reads like a simple human-writ... |
[
{
"content": "You are an expert in textual forensics. Your job is to decide whether the following text is AI-generated or human-written. Please reason step by step, considering the style, structure, and content of the text. Justify your decision by pointing out specific features or characteristics of the text t... | [
{
"content": "{\n \"rationale\": \"First, the line is highly encyclopedic and neutral, matching the concise lead-sentence style used in reference works. Second, the exact phrasing including 'early-20th-century' and the clause 'and inspired related movements in music, literature and architecture' matches a well... |
[
{
"content": "You are an expert in textual forensics. Your job is to decide whether the following text is AI-generated or human-written. Please reason step by step, considering the style, structure, and content of the text. Justify your decision by pointing out specific features or characteristics of the text t... | [
{
"content": "{\n \"rationale\": \"First, the sentence cites a specific artist and year (Mel Bochner, 1970) and advances a nuanced interpretive point, which is characteristic of human-written commentary. Second, the phrasing has minor stylistic clumsiness and idiosyncratic punctuation that often appears in hum... |
[
{
"content": "You are an expert in textual forensics. Your job is to decide whether the following text is AI-generated or human-written. Please reason step by step, considering the style, structure, and content of the text. Justify your decision by pointing out specific features or characteristics of the text t... | [
{
"content": "{\n \"rationale\": \"First, the tone is neutral and encyclopedic with compact factual phrasing typical of human-edited reference material. Second, the specific mention of Sol LeWitt and the phrase 'one of the first to appear in print' strongly resemble a direct excerpt from a published source lik... |
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