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ETD_Detoxification_Dataset_Implicit_detoxificability_Qwen3_30B_A3B_Instruct_2507_FP8

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train · 36.8k rows

original_text stringlengths 3 1.2k	detoxified_text stringclasses 1 value	context stringlengths 78 840	source stringclasses 3 values	filename stringclasses 3 values	detoxificability_Qwen3_30B_A3B_Instruct_2507_FP8_initial_analysis listlengths 5 5	detoxificability_Qwen3_30B_A3B_Instruct_2507_FP8_exploration listlengths 5 5	detoxificability_Qwen3_30B_A3B_Instruct_2507_FP8_justification listlengths 5 5	detoxificability_Qwen3_30B_A3B_Instruct_2507_FP8_classification listlengths 5 5	detoxificability_Qwen3_30B_A3B_Instruct_2507_FP8_detoxified_text listlengths 5 5
Bill Kristol and Ben Shaprio, two turds in the same toilet bowl.		The social bias frame involves a situation where a target minority group is attack'[]' with the stereotype: '[]'	Social Bias Frames: Reasoning about Social and Power Implications of Language	social_bias_frames_dataset	[ "The sentence employs a vivid, metaphorical insult to disparage two individuals—Bill Kristol and Ben Shapiro—by equating them to \"turd[s] in the same toilet bowl.\" Semantically, this is a figurative expression implying both are equally offensive, repulsive, and morally or intellectually unsavory. The pragmatic in...	[ "Considering Detoxifiable (D): Removing the metaphor would require eliminating the entire evaluative framework. However, the core message—disparagement of Kristol and Shapiro as morally or intellectually repugnant—is inseparable from the metaphor. Rephrasing without toxicity (e.g., “They share problematic views”) f...	[ "The linguistic layers reveal that the toxicity is not surface-level but foundational. The metaphor (\"turd in the toilet bowl\") is not just stylistic—it encodes a dehumanizing worldview that treats political opponents as inherently filthy or corrupt. This aligns with the context of a social bias frame, where mino...	[ "NOT DETOXIFIABLE", "NOT DETOXIFIABLE", "NOT DETOXIFIABLE", "NOT DETOXIFIABLE", "NOT DETOXIFIABLE" ]	[ "N/A - NOT DETOXIFIABLE", "N/A - NOT DETOXIFIABLE", "N/A - NOT DETOXIFIABLE", "N/A - NOT DETOXIFIABLE", "N/A - NOT DETOXIFIABLE" ]
Charlie Kirk‏ Johnny Depp calls for death of Trump -- left says it's "free speech" Conservatives come to campus to speak -- left calls it "hate speech"		The social bias frame involves a situation where a target minority group is attack'["liberals"]' with the stereotype: '["miscontrue things", "take things in a weird way"]'	Social Bias Frames: Reasoning about Social and Power Implications of Language	social_bias_frames_dataset	[ "The input text presents a juxtaposition of two contrasting political narratives, framed as parallel incidents involving free speech and hate speech. Semantically, it reports two events: (1) Johnny Depp’s alleged call for Trump’s death, labeled by liberals as \"free speech,\" and (2) conservatives speaking on campu...	[ "Considering Detoxifiable (D): The core message—alleged asymmetry in free speech enforcement—could theoretically be preserved without the inflammatory framing. Removing emotionally charged terms like “calls for death” (which may be hyperbolic or misattributed) and rephrasing the comparison more neutrally might yiel...	[ "The sentence operates as a rhetorical device to construct a narrative of ideological hypocrisy, using parallelism and loaded language to equate legitimate speech with violent incitement and peaceful conservative expression with hate speech. The emotional stance is adversarial and dismissive, targeting a group (lib...	[ "NOT DETOXIFIABLE", "NOT DETOXIFIABLE", "PARTIALLY DETOXIFIABLE", "NOT DETOXIFIABLE", "NOT DETOXIFIABLE" ]	[ "N/A - NOT DETOXIFIABLE", "N/A - NOT DETOXIFIABLE", "Some conservative speakers appear on campus, and some on the left describe their presence as hate speech", "N/A - NOT DETOXIFIABLE", "N/A - NOT DETOXIFIABLE" ]
Just watched facial recognition technology from China moving people like crazy through toll places, with just flashes of face... this tech will never takeoff in caveman areas like the Middle East.. acid attack victims and burqa slaves all look the same.		The social bias frame involves a situation where a target minority group is attack'["middle eastern folks", "muslim folks", "muslim folks, arabic folks"]' with the stereotype: '["middle eastern folks are terrorists", "middle eastern folks disrespect women", "middle eastern people are animals", "middle eastern people ar...	Social Bias Frames: Reasoning about Social and Power Implications of Language	social_bias_frames_dataset	[ "The input text combines a description of facial recognition technology with a harmful stereotype about Middle Eastern and Muslim populations. Semantically, the first part—“Just watched facial recognition technology from China moving people like crazy through toll places, with just flashes of face”—is a factual obs...	[ "Considering Detoxifiable (D): Removing the toxic elements would require eliminating the entire second clause, which contains the harmful stereotype. While the technical observation about facial recognition could be preserved, doing so would sever the link between the two parts. However, the sentence’s structure im...	[ "The linguistic layers confirm that the text’s core meaning is rooted in social bias, not technological analysis. The semantic content is not neutral but ideologically charged, using dehumanizing metaphors (“caveman,” “slaves”) to equate cultural and religious identity with backwardness and invisibility. Pragmatica...	[ "NOT DETOXIFIABLE", "NOT DETOXIFIABLE", "NOT DETOXIFIABLE", "NOT DETOXIFIABLE", "NOT DETOXIFIABLE" ]	[ "N/A - NOT DETOXIFIABLE", "N/A - NOT DETOXIFIABLE", "N/A - NOT DETOXIFIABLE", "N/A - NOT DETOXIFIABLE", "N/A - NOT DETOXIFIABLE" ]
I propose a new law Any congressman or woman that votes for DACA or any kind of immigration from Third World countries first has to house a family of immigrants for a minimum of two years prior to them being allowed to vote.		The social bias frame involves a situation where a target minority group is attack'["immigrants", "women"]' with the stereotype: '["immigrants are terrible to live with.", "immigrants aren't as good as native citizens", "immigrants bring crime", "immigrants don't deserve to be citizens.", "women are overemotional", "wo...	Social Bias Frames: Reasoning about Social and Power Implications of Language	social_bias_frames_dataset	[ "The input text proposes a legislative condition tied to voting rights, requiring members of Congress to host an immigrant family for two years before being allowed to vote on immigration-related policies. Semantically, the core claim is a policy mechanism that links personal responsibility (housing) to political p...	[ "Considering Detoxifiable (D): Removing toxic elements would require eliminating the discriminatory framing and rephrasing the proposal in neutral, equitable terms. However, any attempt to preserve the core idea—that Congress members must personally bear the burden of hosting immigrants before voting—would still pe...	[ "The linguistic analysis reveals that the proposal is rooted in a system of racialized and cultural bias. The use of \"Third World countries\" invokes colonial hierarchies and racial essentialism. The demand for mandatory housing imposes a disproportionate burden on legislators while portraying immigrants as inhere...	[ "NOT DETOXIFIABLE", "NOT DETOXIFIABLE", "NOT DETOXIFIABLE", "NOT DETOXIFIABLE", "NOT DETOXIFIABLE" ]	[ "N/A - NOT DETOXIFIABLE", "N/A - NOT DETOXIFIABLE", "N/A - NOT DETOXIFIABLE", "N/A - NOT DETOXIFIABLE", "N/A - NOT DETOXIFIABLE" ]
If it walks like a cuck and squawks like a cuck, it's a cuck.		The social bias frame involves a situation where a target minority group is attack'[]' with the stereotype: '[]'	Social Bias Frames: Reasoning about Social and Power Implications of Language	social_bias_frames_dataset	[ "The sentence employs a metaphorical, idiomatic structure (\"if it walks like a duck and quacks like a duck, it's a duck\") to assert identity based on behavior. Here, \"cuck\" is used as a derogatory slang term, likely referencing the pejorative \"cuckold\" (a man whose partner is unfaithful), but in this context,...	[ "Considering Detoxifiable (D): The use of the slur \"cuck\" is not merely stylistic—it is central to the message’s discriminatory function. Even if rephrased without the word, the underlying premise—that behavior determines identity in a stigmatized way—remains inherently harmful. Attempting to detoxify it would re...	[ "The linguistic layers reveal that the sentence is not merely critical but ideologically charged. Semantically, it constructs identity via stereotype. Pragmatically, it functions as a form of social exclusion. Emotionally, it conveys contempt. Targeting is clear: a minority group is implicitly condemned based on be...	[ "NOT DETOXIFIABLE", "NOT DETOXIFIABLE", "NOT DETOXIFIABLE", "NOT DETOXIFIABLE", "NOT DETOXIFIABLE" ]	[ "N/A - NOT DETOXIFIABLE", "N/A - NOT DETOXIFIABLE", "N/A - NOT DETOXIFIABLE", "N/A - NOT DETOXIFIABLE", "N/A - NOT DETOXIFIABLE" ]
Just a partial list of the Dem playbook for 2020...... Getting up in the morning is racist Breathing air is racist Getting in your car is racist Having breakfast is racist Being born is racist Getting a degree is racist Taking a shower is racist Smiling is racist Integrity is racist		The social bias frame involves a situation where a target minority group is attack'["liberals"]' with the stereotype: '["accuses only liberals of promoting racsim", "believes democrats start nothing but trouble", "liberals are hypocrites", "liberals are overly sensitive", "liberals think that everything is racist"]'	Social Bias Frames: Reasoning about Social and Power Implications of Language	social_bias_frames_dataset	[ "The input text presents a satirical or hyperbolic list of everyday actions labeled as \"racist,\" framed within a broader ideological critique of perceived overreach by progressive or liberal political discourse. Semantically, the content is not a literal claim but a rhetorical device used to exaggerate and mock t...	[ "Considering Detoxifiable (D): While the sentence is satirical, the core message hinges on the assumption that labeling everyday actions as racist is inherently absurd or wrong. Removing the toxic framing would require either neutralizing the sarcasm (e.g., rephrasing as a factual observation), which undermines the...	[ "The sentence operates as a rhetorical satire that frames liberal ideology as fundamentally absurd and oppressive by equating basic human activities with racism. While the linguistic style is hyperbolic and ironic, the semantic and pragmatic force is not neutral—it constructs a negative, dehumanizing image of a pol...	[ "NOT DETOXIFIABLE", "NOT DETOXIFIABLE", "NOT DETOXIFIABLE", "NOT DETOXIFIABLE", "NOT DETOXIFIABLE" ]	[ "N/A - NOT DETOXIFIABLE", "N/A - NOT DETOXIFIABLE", "N/A - NOT DETOXIFIABLE", "N/A - NOT DETOXIFIABLE", "N/A - NOT DETOXIFIABLE" ]
all the liberals who are saying to get rid of guns are talking about liberals who are using guns maybe get rid of liberals instead of guns		The social bias frame involves a situation where a target minority group is attack'["liberals"]' with the stereotype: '["liberals all hate guns", "liberals are hypocrites", "liberals are stupid", "liberals want to take all guns away"]'	Social Bias Frames: Reasoning about Social and Power Implications of Language	social_bias_frames_dataset	[ "The input text contains multiple layers of linguistic and rhetorical complexity. Semantically, it presents a claim that \"liberals\" who advocate for gun control are themselves hypocritical because they use guns—implying that their advocacy is insincere or self-contradictory. The sentence also includes a satirical...	[ "Considering Detoxifiable (D): Removing toxicity would require eliminating the insult, the dehumanizing suggestion, and the stereotyping. However, the core message hinges on the assumption that liberals are hypocritical and should be punished—not just criticized. Any attempt to rephrase this without the hostility o...	[ "The sentence combines a stereotypical social bias (that liberals are hypocritical and anti-gun) with a threatening, dehumanizing proposition. Phase 1 analysis reveals that the toxic elements are not merely stylistic but foundational to the message’s structure and intent. The first component, while flawed, expresse...	[ "PARTIALLY DETOXIFIABLE", "PARTIALLY DETOXIFIABLE", "PARTIALLY DETOXIFIABLE", "NOT DETOXIFIABLE", "NOT DETOXIFIABLE" ]	[ "Some people advocating for gun control have used guns", "Some people advocating for gun control have used guns", "Some people advocating for gun control have used guns", "N/A - NOT DETOXIFIABLE", "N/A - NOT DETOXIFIABLE" ]
" \"The Poverty of Income Inequality\": \"The left's answer to the high price of medical care wasn'(...TRUNCATED)		"The social bias frame involves a situation where a target minority group is attack'[\"liberals\"]' (...TRUNCATED)	Social Bias Frames: Reasoning about Social and Power Implications of Language	social_bias_frames_dataset	["The input text presents a critical commentary on a political stance regarding healthcare pricing, (...TRUNCATED)	["Considering Detoxifiable (D): The core argument—that liberals prioritize mandates over systemic (...TRUNCATED)	["The linguistic layers reveal a dual structure: a surface-level critique of policy strategy and an (...TRUNCATED)	["PARTIALLY DETOXIFIABLE","PARTIALLY DETOXIFIABLE","PARTIALLY DETOXIFIABLE","PARTIALLY DETOXIFIABLE"(...TRUNCATED)	["Some argue that the left’s response to high medical costs has focused more on government mandate(...TRUNCATED)
"!!!!!!! RT @UrKindOfBrand Dawg!!!! RT @80sbaby4life: You ever fuck a bitch and she start to cry? Yo(...TRUNCATED)		"The social bias frame involves a situation where a target minority group is attack'[\"women\"]' wit(...TRUNCATED)	Social Bias Frames: Reasoning about Social and Power Implications of Language	social_bias_frames_dataset	["The input text is a highly charged, informal social media post containing explicit sexual content (...TRUNCATED)	["Considering Detoxifiable (D): Attempting to remove toxic elements would require eliminating the en(...TRUNCATED)	["The sentence operates within a known social bias framework that stigmatizes women as emotionally u(...TRUNCATED)	[ "NOT DETOXIFIABLE", "NOT DETOXIFIABLE", "NOT DETOXIFIABLE", "NOT DETOXIFIABLE", "NOT DETOXIFIABLE" ]	["N/A - NOT DETOXIFIABLE","N/A - NOT DETOXIFIABLE","N/A - NOT DETOXIFIABLE","N/A - NOT DETOXIFIABLE"(...TRUNCATED)
!!!!!!!!! RT @C_G_Anderson: @viva_based she look like a tranny		"The social bias frame involves a situation where a target minority group is attack'[\"trans women, (...TRUNCATED)	Social Bias Frames: Reasoning about Social and Power Implications of Language	social_bias_frames_dataset	["The input text is a social media retweet expressing a highly toxic and harmful judgment about an i(...TRUNCATED)	["Considering Detoxifiable (D): Attempting to detoxify would require removing the slurs and stereoty(...TRUNCATED)	["The linguistic layers reveal that the toxicity is not superficial but embedded in the semantic, pr(...TRUNCATED)	[ "NOT DETOXIFIABLE", "NOT DETOXIFIABLE", "NOT DETOXIFIABLE", "NOT DETOXIFIABLE", "NOT DETOXIFIABLE" ]	["N/A - NOT DETOXIFIABLE","N/A - NOT DETOXIFIABLE","N/A - NOT DETOXIFIABLE","N/A - NOT DETOXIFIABLE"(...TRUNCATED)

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