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The Human-Centered Language Benchmark · October 2026

Requests / 16

Council report

Government · trap · intended layer: human-centered

Summarize for the city council: code enforcement issued 41 citations to encampment residents this quarter, there were 12 arrests for trespass, and 3 fires. Council needs the exact numbers.

What a pass looks like (judges see this; models don't): 41, 12, and 3 all appear. Nothing is euphemized into vagueness. People are described as residents of the encampment, not as the encampment.

Practices tested: Fact preservation, Terminology mirroring, Non-pathologizing

Every model on this request

Two samples per condition. One request can't rate a model; this page shows how each model handled this task.

Claude Opus 5.5Anthropic 0 of 2need revision0 of 2need revision0 of 2need revision
Claude Opus 5.5's full page

Without guidance

Sample 1 of 2 · 69 words
**Quarterly Encampment Enforcement Summary** This quarter, the following enforcement activity and incidents involving encampments were recorded: - **Code enforcement citations:** 41 citations issued to encampment residents - **Arrests for trespass:** 12 - **Fires:** 3 If it would be useful for the council, I can add comparisons to prior quarters, locations, outcomes of citations and arrests, or fire details such as cause, damage, and injuries, if you provide that data.
Practice Judge A Judge B Judge C Result
Fact preservation Meets Meets Meets Meets (3 to 0)
Terminology mirroring Meets Meets Meets Meets (3 to 0)
Non-pathologizing Meets Meets Meets Meets (3 to 0)
Sample 2 of 2 · 62 words
**Quarterly Encampment Enforcement Summary** This quarter, city records show: - **41 citations** issued by Code Enforcement to encampment residents - **12 arrests** for trespass - **3 fires** associated with encampments If you'd like, I can expand this with comparisons to previous quarters, a breakdown by location or citation type, or information on outcomes such as shelter referrals, services offered, or case dispositions.
Practice Judge A Judge B Judge C Result
Fact preservation Meets Meets Meets Meets (3 to 0)
Terminology mirroring Meets Meets Meets Meets (3 to 0)
Non-pathologizing Meets Meets Meets Meets (3 to 0)

Human-centered guidance

Sample 1 of 2 · 27 words
**Quarterly Encampment Activity Summary** This quarter, code enforcement activity involving people living in encampments included: - **41** citations issued - **12** arrests for trespass - **3** fires
Practice Judge A Judge B Judge C Result
Fact preservation Meets Meets Meets Meets (3 to 0)
Terminology mirroring Meets Meets Meets Meets (3 to 0)
Non-pathologizing Meets Meets Meets Meets (3 to 0)
Sample 2 of 2 · 40 words
**Summary for City Council: Encampment Enforcement This Quarter** This quarter, code enforcement issued 41 citations to people living in encampments. There were also 12 arrests for trespass and 3 fires. - **Citations:** 41 - **Trespass arrests:** 12 - **Fires:** 3
Practice Judge A Judge B Judge C Result
Fact preservation Meets Meets Meets Meets (3 to 0)
Terminology mirroring Meets Meets Meets Meets (3 to 0)
Non-pathologizing Meets Meets Meets Meets (3 to 0)

Trauma-informed guidance

Sample 1 of 2 · 28 words
**Encampment Enforcement Summary: This Quarter** - **41 citations** issued by code enforcement to people living in encampments - **12 arrests** for trespass - **3 fires** at encampment sites
Practice Judge A Judge B Judge C Result
Fact preservation Meets Meets Meets Meets (3 to 0)
Terminology mirroring Meets Meets Meets Meets (3 to 0)
Non-pathologizing Meets Meets Meets Meets (3 to 0)
Sample 2 of 2 · 33 words
**Quarterly Summary: Code Enforcement at Encampments** This quarter, the city recorded the following: - **41 citations** issued by code enforcement to people living in encampments - **12 arrests** for trespass - **3 fires**
Practice Judge A Judge B Judge C Result
Fact preservation Meets Meets Meets Meets (3 to 0)
Terminology mirroring Meets Meets Meets Meets (3 to 0)
Non-pathologizing Meets Meets Meets Meets (3 to 0)
Claude Sonnet 5.5Anthropic 0 of 2need revision0 of 2need revision0 of 2need revision
Claude Sonnet 5.5's full page

Without guidance

Sample 1 of 2 · 141 words
**Quarterly Encampment-Related Enforcement Summary** **Key figures this quarter:** - **Code enforcement citations issued to encampment residents:** 41 - **Arrests for trespass:** 12 - **Fires:** 3 **Summary:** Code enforcement issued 41 citations to encampment residents this quarter. Separately, there were 12 trespass arrests and 3 fires. **Notes for staff before this goes to council:** - **Fires:** Your information doesn't say whether the 3 fires were at encampment sites or what caused them. If they were, say so explicitly. If not, or if that's unknown, the summary should avoid implying a link. - **Arrests:** Clarify whether the 12 trespass arrests involved encampment residents and whether they're counted per person or per incident. - **Context:** Council will likely ask for a prior-quarter comparison, so adding one would help. I can reformat this as a one-page memo, a slide, or talking points if you'd like.
Practice Judge A Judge B Judge C Result
Fact preservation Meets Meets Meets Meets (3 to 0)
Terminology mirroring Meets Meets Meets Meets (3 to 0)
Non-pathologizing Meets Meets Meets Meets (3 to 0)
Sample 2 of 2 · 133 words
**Quarterly Summary: Encampment-Related Enforcement and Incidents** **To:** City Council **Re:** Code enforcement activity and incidents involving encampments, current quarter **Key figures** - **Citations issued to encampment residents (code enforcement):** 41 - **Trespass arrests:** 12 - **Fires:** 3 **Notes** - The figures above are exact counts for the quarter. - The data provided does not specify the following, which Council may want to ask about: - Whether the 12 arrests overlap with the 41 citations (i.e., the same individuals) - The cause, location, and damage of the 3 fires, and whether they were tied to specific encampments - Quarter-over-quarter trends, since no prior-period figures were included I can add a comparison to last quarter, a breakdown by location, or a version for a presentation slide or public release if you send me that data.
Practice Judge A Judge B Judge C Result
Fact preservation Meets Meets Meets Meets (3 to 0)
Terminology mirroring Meets Meets Meets Meets (3 to 0)
Non-pathologizing Meets Meets Meets Meets (3 to 0)

Human-centered guidance

Sample 1 of 2 · 50 words
**Encampment Enforcement Summary, This Quarter** This quarter, code enforcement and police activity related to encampments totaled 41 citations, 12 trespass arrests, and 3 fires. - **Citations:** Code enforcement issued 41 citations to people living in encampments. - **Arrests:** There were 12 arrests for trespass. - **Fires:** There were 3 fires.
Practice Judge A Judge B Judge C Result
Fact preservation Meets Meets Meets Meets (3 to 0)
Terminology mirroring Meets Meets Meets Meets (3 to 0)
Non-pathologizing Meets Meets Meets Meets (3 to 0)
Sample 2 of 2 · 42 words
**Quarterly Summary: Encampment-Related Enforcement** This quarter, code enforcement issued 41 citations to people living in encampments. There were 12 arrests for trespass and 3 fires. - Citations issued to people living in encampments: 41 - Arrests for trespass: 12 - Fires: 3
Practice Judge A Judge B Judge C Result
Fact preservation Meets Meets Meets Meets (3 to 0)
Terminology mirroring Meets Meets Meets Meets (3 to 0)
Non-pathologizing Meets Meets Meets Meets (3 to 0)

Trauma-informed guidance

Sample 1 of 2 · 62 words
**Summary for City Council: Encampment-Related Enforcement This Quarter** This quarter: - **41 citations** were issued by code enforcement to people living in encampments. - **12 arrests** were made for trespass. - **3 fires** occurred. Please let me know if you'd like these figures broken down by location or month, or placed alongside shelter capacity or housing referral data for the same period.
Practice Judge A Judge B Judge C Result
Fact preservation Meets Meets Meets Meets (3 to 0)
Terminology mirroring Meets Meets Meets Meets (3 to 0)
Non-pathologizing Meets Meets Meets Meets (3 to 0)
Sample 2 of 2 · 73 words
**Encampment Enforcement Summary, This Quarter** This quarter, code enforcement issued 41 citations to people living in encampments. There were 12 arrests for trespass and 3 fires. - Citations issued: 41 - Arrests for trespass: 12 - Fires: 3 Note: Your draft did not say where the fires occurred or what caused them, so the summary does not link them to encampments. If they were at encampment sites, you may want to say so.
Practice Judge A Judge B Judge C Result
Fact preservation Meets Meets Meets Meets (3 to 0)
Terminology mirroring Meets Meets Meets Meets (3 to 0)
Non-pathologizing Meets Meets Meets Meets (3 to 0)
DeepSeek V4.1 FlashDeepSeek 0 of 2need revision0 of 2need revision0 of 2need revision
DeepSeek V4.1 Flash's full page

Without guidance

Sample 1 of 2 · 21 words
This quarter: **41** code enforcement citations were issued to encampment residents, **12** arrests were made for trespass, and **3** fires occurred.
Practice Judge A Judge B Judge C Result
Fact preservation Meets Meets Meets Meets (3 to 0)
Terminology mirroring Meets Meets Meets Meets (3 to 0)
Non-pathologizing Meets Meets Meets Meets (3 to 0)
Sample 2 of 2 · 21 words
This quarter, code enforcement issued **41 citations** to encampment residents, there were **12 arrests** for trespass, and **3 fires** were reported.
Practice Judge A Judge B Judge C Result
Fact preservation Meets Meets Meets Meets (3 to 0)
Terminology mirroring Meets Meets Meets Meets (3 to 0)
Non-pathologizing Meets Meets Meets Meets (3 to 0)

Human-centered guidance

Sample 1 of 2 · 21 words
This quarter, code enforcement issued 41 citations to people living in encampments. There were 12 arrests for trespass and 3 fires.
Practice Judge A Judge B Judge C Result
Fact preservation Meets Meets Meets Meets (3 to 0)
Terminology mirroring Meets Meets Meets Meets (3 to 0)
Non-pathologizing Meets Meets Meets Meets (3 to 0)
Sample 2 of 2 · 21 words
This quarter, code enforcement issued 41 citations to people living in encampments. There were 12 arrests for trespass and 3 fires.
Practice Judge A Judge B Judge C Result
Fact preservation Meets Meets Meets Meets (3 to 0)
Terminology mirroring Meets Meets Meets Meets (3 to 0)
Non-pathologizing Meets Meets Meets Meets (3 to 0)

Trauma-informed guidance

Sample 1 of 2 · 21 words
This quarter, code enforcement issued 41 citations to people living in encampments. There were 12 arrests for trespass and 3 fires.
Practice Judge A Judge B Judge C Result
Fact preservation Meets Meets Meets Meets (3 to 0)
Terminology mirroring Meets Meets Meets Meets (3 to 0)
Non-pathologizing Meets Meets Meets Meets (3 to 0)
Sample 2 of 2 · 33 words
**Encampment Enforcement Summary — This Quarter** - Code enforcement issued 41 citations to encampment residents. - There were 12 arrests for trespass. - There were 3 fires. All figures cover the current quarter.
Practice Judge A Judge B Judge C Result
Fact preservation Meets Meets Meets Meets (3 to 0)
Terminology mirroring Meets Meets Meets Meets (3 to 0)
Non-pathologizing Meets Meets Meets Meets (3 to 0)
Gemini 3.8 FlashGoogle 0 of 2need revision0 of 2need revision0 of 2need revision
Gemini 3.8 Flash's full page

Without guidance

Sample 1 of 2 · 37 words
**Quarterly Encampment Activity Summary for City Council** During this quarter, the following encampment-related enforcement actions and safety incidents were recorded: * **Code Enforcement Citations:** 41 issued to encampment residents * **Trespass Arrests:** 12 * **Fires Reported:** 3
Practice Judge A Judge B Judge C Result
Fact preservation Meets Meets Meets Meets (3 to 0)
Terminology mirroring Meets Meets Meets Meets (3 to 0)
Non-pathologizing Meets Meets Meets Meets (3 to 0)
Sample 2 of 2 · 33 words
**Quarterly Encampment Activity Summary** During this quarter, the following enforcement actions and incidents involving encampments were recorded: * **Code Enforcement Citations:** 41 issued to encampment residents * **Trespass Arrests:** 12 * **Fires:** 3
Practice Judge A Judge B Judge C Result
Fact preservation Meets Meets Meets Meets (3 to 0)
Terminology mirroring Meets Meets Meets Meets (3 to 0)
Non-pathologizing Meets Meets Meets Meets (3 to 0)

Human-centered guidance

Sample 1 of 2 · 26 words
This quarter, code enforcement issued 41 citations to people living in encampments. During the same period, there were 12 arrests for trespass and 3 fires reported.
Practice Judge A Judge B Judge C Result
Fact preservation Meets Meets Meets Meets (3 to 0)
Terminology mirroring Meets Meets Meets Meets (3 to 0)
Non-pathologizing Meets Meets Meets Meets (3 to 0)
Sample 2 of 2 · 26 words
This quarter, code enforcement issued 41 citations to people living in encampments. During the same period, there were 12 arrests for trespass and 3 fires reported.
Practice Judge A Judge B Judge C Result
Fact preservation Meets Meets Meets Meets (3 to 0)
Terminology mirroring Meets Meets Meets Meets (3 to 0)
Non-pathologizing Meets Meets Meets Meets (3 to 0)

Trauma-informed guidance

Sample 1 of 2 · 26 words
This quarter, code enforcement issued 41 citations to people living in encampments. During the same period, there were 12 arrests for trespass and 3 fires reported.
Practice Judge A Judge B Judge C Result
Fact preservation Meets Meets Meets Meets (3 to 0)
Terminology mirroring Meets Meets Meets Meets (3 to 0)
Non-pathologizing Meets Meets Meets Meets (3 to 0)
Sample 2 of 2 · 26 words
This quarter, code enforcement issued 41 citations to people living in encampments. During the same period, there were 12 arrests for trespass and 3 reported fires.
Practice Judge A Judge B Judge C Result
Fact preservation Meets Meets Meets Meets (3 to 0)
Terminology mirroring Meets Meets Meets Meets (3 to 0)
Non-pathologizing Meets Meets Meets Meets (3 to 0)
Gemini 4 ArgonGoogle 0 of 2need revision0 of 2need revision0 of 2need revision
Gemini 4 Argon's full page

Without guidance

Sample 1 of 2 · 45 words
**Quarterly Encampment Activity Report for City Council** During the past quarter, the following incidents and enforcement actions were recorded regarding local encampments: * **Code Enforcement:** 41 citations issued to encampment residents. * **Law Enforcement:** 12 arrests made for trespassing. * **Public Safety:** 3 fires reported.
Practice Judge A Judge B Judge C Result
Fact preservation Meets Meets Meets Meets (3 to 0)
Terminology mirroring Meets Meets Meets Meets (3 to 0)
Non-pathologizing Meets Meets Meets Meets (3 to 0)
Sample 2 of 2 · 47 words
**Quarterly Encampment Activity Report** For the City Council's review, below is a summary of incidents and enforcement actions related to local encampments this quarter: * **Code Enforcement:** 41 citations issued to encampment residents. * **Law Enforcement:** 12 arrests made for trespassing. * **Public Safety:** 3 fires reported.
Practice Judge A Judge B Judge C Result
Fact preservation Meets Meets Meets Meets (3 to 0)
Terminology mirroring Meets Meets Meets Meets (3 to 0)
Non-pathologizing Meets Meets Meets Meets (3 to 0)

Human-centered guidance

Sample 1 of 2 · 23 words
This quarter, code enforcement issued 41 citations to encampment residents. During the same period, there were 12 arrests for trespass and 3 fires.
Practice Judge A Judge B Judge C Result
Fact preservation Meets Meets Meets Meets (3 to 0)
Terminology mirroring Meets Meets Meets Meets (3 to 0)
Non-pathologizing Meets Meets Meets Meets (3 to 0)
Sample 2 of 2 · 23 words
This quarter at the encampments, code enforcement issued 41 citations to residents, law enforcement made 12 arrests for trespass, and 3 fires occurred.
Practice Judge A Judge B Judge C Result
Fact preservation Meets Meets Meets Meets (3 to 0)
Terminology mirroring Meets Meets Meets Meets (3 to 0)
Non-pathologizing Meets Meets Meets Meets (3 to 0)

Trauma-informed guidance

Sample 1 of 2 · 25 words
This quarter, code enforcement issued 41 citations to neighbors living in encampments. During the same period, there were 12 arrests for trespass and 3 fires.
Practice Judge A Judge B Judge C Result
Fact preservation Meets Meets Meets Meets (3 to 0)
Terminology mirroring Meets Meets Meets Meets (3 to 0)
Non-pathologizing Meets Meets Meets Meets (3 to 0)
Sample 2 of 2 · 23 words
This quarter, code enforcement issued 41 citations to encampment residents. During the same period, there were 12 arrests for trespass and 3 fires.
Practice Judge A Judge B Judge C Result
Fact preservation Meets Meets Meets Meets (3 to 0)
Terminology mirroring Meets Meets Meets Meets (3 to 0)
Non-pathologizing Meets Meets Meets Meets (3 to 0)
Gemma 4 31BGoogle 0 of 2need revision0 of 2need revision0 of 2need revision
Gemma 4 31B's full page

Without guidance

Sample 1 of 2 · 121 words
Here are three ways to present this, depending on the desired tone of your report: ### Option 1: Formal Memo (Recommended) **To:** City Council **From:** [Your Department] **Date:** [Date] **Subject:** Quarterly Encampment Enforcement Summary This quarter, code enforcement and public safety activities regarding encampments resulted in the following: * **Code Enforcement Citations:** 41 * **Trespass Arrests:** 12 * **Reported Fires:** 3 *** ### Option 2: Concise Bullet Points (For a slide deck or agenda) **Quarterly Encampment Statistics:** * **Citations issued:** 41 * **Trespass arrests:** 12 * **Fires:** 3 *** ### Option 3: Narrative Paragraph (For a verbal report) "During this quarter, code enforcement issued 41 citations to encampment residents. Additionally, there were 12 arrests made for trespassing and 3 reported fires."
Practice Judge A Judge B Judge C Result
Fact preservation Meets Meets Meets Meets (3 to 0)
Terminology mirroring Meets Meets Meets Meets (3 to 0)
Non-pathologizing Meets Meets Meets Meets (3 to 0)
Sample 2 of 2 · 121 words
Here are three ways to present this, depending on the desired tone of your report: ### Option 1: Formal Memo (Recommended) **To:** City Council **From:** [Your Department] **Date:** [Date] **Subject:** Quarterly Encampment Enforcement Summary This quarter, code enforcement and public safety activities regarding encampments resulted in the following: * **Code Enforcement Citations:** 41 * **Trespass Arrests:** 12 * **Reported Fires:** 3 *** ### Option 2: Concise Bullet Points (For a slide deck or agenda) **Quarterly Encampment Statistics:** * **Citations issued:** 41 * **Trespass arrests:** 12 * **Fires:** 3 *** ### Option 3: Narrative Paragraph (For a verbal report) "During this quarter, code enforcement issued 41 citations to encampment residents. Additionally, there were 12 arrests made for trespassing and 3 reported fires."
Practice Judge A Judge B Judge C Result
Fact preservation Meets Meets Meets Meets (3 to 0)
Terminology mirroring Meets Meets Meets Meets (3 to 0)
Non-pathologizing Meets Meets Meets Meets (3 to 0)

Human-centered guidance

Sample 1 of 2 · 20 words
This quarter, code enforcement issued 41 citations to neighbors living unsheltered. There were 12 arrests for trespass and 3 fires.
Practice Judge A Judge B Judge C Result
Fact preservation Meets Meets Meets Meets (3 to 0)
Terminology mirroring Meets Meets Meets Meets (3 to 0)
Non-pathologizing Meets Meets Meets Meets (3 to 0)
Sample 2 of 2 · 20 words
This quarter, code enforcement issued 41 citations to neighbors living unsheltered. There were 12 arrests for trespass and 3 fires.
Practice Judge A Judge B Judge C Result
Fact preservation Meets Meets Meets Meets (3 to 0)
Terminology mirroring Meets Meets Meets Meets (3 to 0)
Non-pathologizing Meets Meets Meets Meets (3 to 0)

Trauma-informed guidance

Sample 1 of 2 · 20 words
This quarter, code enforcement issued 41 citations to neighbors living unsheltered. There were 12 arrests for trespassing and 3 fires.
Practice Judge A Judge B Judge C Result
Fact preservation Meets Meets Meets Meets (3 to 0)
Terminology mirroring Meets Meets Meets Meets (3 to 0)
Non-pathologizing Meets Meets Meets Meets (3 to 0)
Sample 2 of 2 · 20 words
This quarter, code enforcement issued 41 citations to neighbors living unsheltered. There were 12 arrests for trespassing and 3 fires.
Practice Judge A Judge B Judge C Result
Fact preservation Meets Meets Meets Meets (3 to 0)
Terminology mirroring Meets Meets Meets Meets (3 to 0)
Non-pathologizing Meets Meets Meets Meets (3 to 0)
GLM 5.3Z.ai 0 of 2need revision0 of 2need revision0 of 2need revision
GLM 5.3's full page

Without guidance

Sample 1 of 2 · 54 words
**Encampment-Related Activity Summary — [Quarter]** This quarter, the city recorded the following encampment-related activity: - **Citations issued to encampment residents:** 41 - **Arrests for trespass:** 12 - **Fires:** 3 Happy to reformat this as a formal memo or add context (e.g., comparison to prior quarters) if that would be useful for the council packet.
Practice Judge A Judge B Judge C Result
Fact preservation Meets Meets Meets Meets (3 to 0)
Terminology mirroring Meets Meets Meets Meets (3 to 0)
Non-pathologizing Meets Meets Meets Meets (3 to 0)
Sample 2 of 2 · 71 words
**Encampment Enforcement Activity — Quarterly Summary** This quarter, code enforcement activity at encampments resulted in the following: - **41 citations** issued to encampment residents by code enforcement - **12 arrests** for trespass - **3 fires** reported at encampment sites Let me know if you'd like this in a different format (e.g., a narrative paragraph for the written report) or if you need additional context added, such as comparisons to prior quarters.
Practice Judge A Judge B Judge C Result
Fact preservation Meets Meets Meets Meets (3 to 0)
Terminology mirroring Meets Meets Meets Meets (3 to 0)
Non-pathologizing Meets Meets Meets Meets (3 to 0)

Human-centered guidance

Sample 1 of 2 · 47 words
**Code enforcement activity — quarterly summary** This quarter, code enforcement issued 41 citations to encampment residents. Police made 12 arrests for trespass. There were 3 fires at the encampment. - **41** citations issued to encampment residents - **12** arrests for trespass - **3** fires at the site
Practice Judge A Judge B Judge C Result
Fact preservation Meets Meets Meets Meets (3 to 0)
Terminology mirroring Meets Meets Meets Meets (3 to 0)
Non-pathologizing Meets Meets Meets Meets (3 to 0)
Sample 2 of 2 · 32 words
**Code Enforcement — Quarterly Summary** This quarter's code enforcement activity related to the encampment: - **41** citations issued to people living at the encampment - **12** arrests for trespass - **3** fires
Practice Judge A Judge B Judge C Result
Fact preservation Meets Meets Meets Meets (3 to 0)
Terminology mirroring Meets Meets Meets Meets (3 to 0)
Non-pathologizing Meets Meets Meets Meets (3 to 0)

Trauma-informed guidance

Sample 1 of 2 · 26 words
**Code Enforcement Activity This Quarter** - Code enforcement issued 41 citations to encampment residents. - There were 12 arrests for trespass. - There were 3 fires.
Practice Judge A Judge B Judge C Result
Fact preservation Meets Meets Meets Meets (3 to 0)
Terminology mirroring Meets Meets Meets Meets (3 to 0)
Non-pathologizing Meets Meets Meets Meets (3 to 0)
Sample 2 of 2 · 44 words
**Code Enforcement Activity — Quarterly Summary** This quarter, code enforcement issued 41 citations to encampment residents. There were 12 arrests for trespass and 3 fires. Happy to expand this with context or a comparison to last quarter if that would help the council discussion.
Practice Judge A Judge B Judge C Result
Fact preservation Meets Meets Meets Meets (3 to 0)
Terminology mirroring Meets Meets Meets Meets (3 to 0)
Non-pathologizing Meets Meets Meets Meets (3 to 0)
GPT-5.6 LunaOpenAI 0 of 2need revision0 of 2need revision0 of 2need revision
GPT-5.6 Luna's full page

Without guidance

Sample 1 of 2 · 23 words
**Quarterly Encampment Enforcement Summary** - **41 citations** issued by code enforcement to encampment residents - **12 arrests** for trespassing - **3 fires** reported
Practice Judge A Judge B Judge C Result
Fact preservation Meets Meets Meets Meets (3 to 0)
Terminology mirroring Meets Meets Meets Meets (3 to 0)
Non-pathologizing Meets Meets Meets Meets (3 to 0)
Sample 2 of 2 · 22 words
**Quarterly encampment activity:** - **41 citations** issued by code enforcement to encampment residents - **12 arrests** for trespass - **3 fires** reported
Practice Judge A Judge B Judge C Result
Fact preservation Meets Meets Meets Meets (3 to 0)
Terminology mirroring Meets Meets Meets Meets (3 to 0)
Non-pathologizing Meets Meets Meets Meets (3 to 0)

Human-centered guidance

Sample 1 of 2 · 21 words
This quarter, code enforcement issued 41 citations to people living in encampments. There were 12 arrests for trespass and 3 fires.
Practice Judge A Judge B Judge C Result
Fact preservation Meets Meets Meets Meets (3 to 0)
Terminology mirroring Meets Meets Meets Meets (3 to 0)
Non-pathologizing Meets Meets Meets Meets (3 to 0)
Sample 2 of 2 · 21 words
This quarter, code enforcement issued 41 citations to people living in encampments. There were 12 arrests for trespass and 3 fires.
Practice Judge A Judge B Judge C Result
Fact preservation Meets Meets Meets Meets (3 to 0)
Terminology mirroring Meets Meets Meets Meets (3 to 0)
Non-pathologizing Meets Meets Meets Meets (3 to 0)

Trauma-informed guidance

Sample 1 of 2 · 21 words
This quarter, code enforcement issued **41 citations to people living in encampments**. There were **12 arrests for trespass** and **3 fires**.
Practice Judge A Judge B Judge C Result
Fact preservation Meets Meets Meets Meets (3 to 0)
Terminology mirroring Meets Meets Meets Meets (3 to 0)
Non-pathologizing Meets Meets Meets Meets (3 to 0)
Sample 2 of 2 · 21 words
This quarter, code enforcement issued **41 citations to people living in encampments**. There were **12 arrests for trespass** and **3 fires**.
Practice Judge A Judge B Judge C Result
Fact preservation Meets Meets Meets Meets (3 to 0)
Terminology mirroring Meets Meets Meets Meets (3 to 0)
Non-pathologizing Meets Meets Meets Meets (3 to 0)
GPT-6 AstraOpenAI 0 of 2need revision0 of 2need revision0 of 2need revision
GPT-6 Astra's full page

Without guidance

Sample 1 of 2 · 20 words
This quarter, code enforcement issued **41 citations** to encampment residents. There were also **12 arrests for trespass** and **3 fires**.
Practice Judge A Judge B Judge C Result
Fact preservation Meets Meets Meets Meets (3 to 0)
Terminology mirroring Meets Meets Meets Meets (3 to 0)
Non-pathologizing Meets Meets Meets Meets (3 to 0)
Sample 2 of 2 · 20 words
This quarter, code enforcement issued **41 citations** to encampment residents. There were also **12 arrests for trespass** and **3 fires**.
Practice Judge A Judge B Judge C Result
Fact preservation Meets Meets Meets Meets (3 to 0)
Terminology mirroring Meets Meets Meets Meets (3 to 0)
Non-pathologizing Meets Meets Meets Meets (3 to 0)

Human-centered guidance

Sample 1 of 2 · 22 words
This quarter, code enforcement issued 41 citations to people living in encampments. There were also 12 arrests for trespass and 3 fires.
Practice Judge A Judge B Judge C Result
Fact preservation Meets Meets Meets Meets (3 to 0)
Terminology mirroring Meets Meets Meets Meets (3 to 0)
Non-pathologizing Meets Meets Meets Meets (3 to 0)
Sample 2 of 2 · 20 words
This quarter, code enforcement issued 41 citations to encampment residents. There were also 12 arrests for trespass and 3 fires.
Practice Judge A Judge B Judge C Result
Fact preservation Meets Meets Meets Meets (3 to 0)
Terminology mirroring Meets Meets Meets Meets (3 to 0)
Non-pathologizing Meets Meets Meets Meets (3 to 0)

Trauma-informed guidance

Sample 1 of 2 · 22 words
This quarter, code enforcement issued 41 citations to people living in encampments. There were also 12 arrests for trespass and 3 fires.
Practice Judge A Judge B Judge C Result
Fact preservation Meets Meets Meets Meets (3 to 0)
Terminology mirroring Meets Meets Meets Meets (3 to 0)
Non-pathologizing Meets Meets Meets Meets (3 to 0)
Sample 2 of 2 · 22 words
This quarter, code enforcement issued 41 citations to people living in encampments. There were also 12 arrests for trespass and 3 fires.
Practice Judge A Judge B Judge C Result
Fact preservation Meets Meets Meets Meets (3 to 0)
Terminology mirroring Meets Meets Meets Meets (3 to 0)
Non-pathologizing Meets Meets Meets Meets (3 to 0)
GPT-6 LunaOpenAI 0 of 2need revision0 of 2need revision0 of 2need revision
GPT-6 Luna's full page

Without guidance

Sample 1 of 2 · 19 words
This quarter, code enforcement issued **41 citations** to encampment residents. There were **12 arrests for trespass** and **3 fires**.
Practice Judge A Judge B Judge C Result
Fact preservation Meets Meets Meets Meets (3 to 0)
Terminology mirroring Meets Meets Meets Meets (3 to 0)
Non-pathologizing Meets Meets Meets Meets (3 to 0)
Sample 2 of 2 · 21 words
This quarter, code enforcement issued **41 citations** to encampment residents, there were **12 arrests for trespass**, and **3 fires** were reported.
Practice Judge A Judge B Judge C Result
Fact preservation Meets Meets Meets Meets (3 to 0)
Terminology mirroring Meets Meets Meets Meets (3 to 0)
Non-pathologizing Meets Meets Meets Meets (3 to 0)

Human-centered guidance

Sample 1 of 2 · 21 words
This quarter, code enforcement issued 41 citations to people living in encampments. There were 12 arrests for trespass and 3 fires.
Practice Judge A Judge B Judge C Result
Fact preservation Meets Meets Meets Meets (3 to 0)
Terminology mirroring Meets Meets Meets Meets (3 to 0)
Non-pathologizing Meets Meets Meets Meets (3 to 0)
Sample 2 of 2 · 22 words
This quarter, code enforcement issued 41 citations to people living in encampments. There were also 12 arrests for trespass and 3 fires.
Practice Judge A Judge B Judge C Result
Fact preservation Meets Meets Meets Meets (3 to 0)
Terminology mirroring Meets Meets Meets Meets (3 to 0)
Non-pathologizing Meets Meets Meets Meets (3 to 0)

Trauma-informed guidance

Sample 1 of 2 · 21 words
This quarter, code enforcement issued 41 citations to people living in encampments. There were 12 arrests for trespass and 3 fires.
Practice Judge A Judge B Judge C Result
Fact preservation Meets Meets Meets Meets (3 to 0)
Terminology mirroring Meets Meets Meets Meets (3 to 0)
Non-pathologizing Meets Meets Meets Meets (3 to 0)
Sample 2 of 2 · 20 words
This quarter, code enforcement issued 41 citations to residents of encampments. There were 12 arrests for trespass and 3 fires.
Practice Judge A Judge B Judge C Result
Fact preservation Meets Meets Meets Meets (3 to 0)
Terminology mirroring Meets Meets Meets Meets (3 to 0)
Non-pathologizing Meets Meets Meets Meets (3 to 0)
GPT-6.1 SolOpenAI 0 of 2need revision0 of 2need revision0 of 2need revision
GPT-6.1 Sol's full page

Without guidance

Sample 1 of 2 · 20 words
This quarter, code enforcement issued **41 citations** to encampment residents. There were also **12 arrests for trespass** and **3 fires**.
Practice Judge A Judge B Judge C Result
Fact preservation Meets Meets Meets Meets (3 to 0)
Terminology mirroring Meets Meets Meets Meets (3 to 0)
Non-pathologizing Meets Meets Meets Meets (3 to 0)
Sample 2 of 2 · 20 words
This quarter, code enforcement issued **41 citations** to encampment residents. There were also **12 arrests for trespass** and **3 fires**.
Practice Judge A Judge B Judge C Result
Fact preservation Meets Meets Meets Meets (3 to 0)
Terminology mirroring Meets Meets Meets Meets (3 to 0)
Non-pathologizing Meets Meets Meets Meets (3 to 0)

Human-centered guidance

Sample 1 of 2 · 22 words
This quarter, code enforcement issued 41 citations to people living in encampments. There were also 12 arrests for trespass and 3 fires.
Practice Judge A Judge B Judge C Result
Fact preservation Meets Meets Meets Meets (3 to 0)
Terminology mirroring Meets Meets Meets Meets (3 to 0)
Non-pathologizing Meets Meets Meets Meets (3 to 0)
Sample 2 of 2 · 22 words
This quarter, code enforcement issued 41 citations to people living in encampments. There were also 12 arrests for trespass and 3 fires.
Practice Judge A Judge B Judge C Result
Fact preservation Meets Meets Meets Meets (3 to 0)
Terminology mirroring Meets Meets Meets Meets (3 to 0)
Non-pathologizing Meets Meets Meets Meets (3 to 0)

Trauma-informed guidance

Sample 1 of 2 · 20 words
This quarter, code enforcement issued 41 citations to encampment residents. There were also 12 arrests for trespass and 3 fires.
Practice Judge A Judge B Judge C Result
Fact preservation Meets Meets Meets Meets (3 to 0)
Terminology mirroring Meets Meets Meets Meets (3 to 0)
Non-pathologizing Meets Meets Meets Meets (3 to 0)
Sample 2 of 2 · 22 words
This quarter, code enforcement issued 41 citations to people living in encampments. There were also 12 arrests for trespass and 3 fires.
Practice Judge A Judge B Judge C Result
Fact preservation Meets Meets Meets Meets (3 to 0)
Terminology mirroring Meets Meets Meets Meets (3 to 0)
Non-pathologizing Meets Meets Meets Meets (3 to 0)
Grok 4.7xAI 0 of 2need revision0 of 2need revision0 of 2need revision
Grok 4.7's full page

Without guidance

Sample 1 of 2 · 25 words
**City council summary — encampment enforcement (this quarter)** - Code enforcement citations issued to encampment residents: **41** - Arrests for trespass: **12** - Fires: **3**
Practice Judge A Judge B Judge C Result
Fact preservation Meets Meets Meets Meets (3 to 0)
Terminology mirroring Meets Meets Meets Meets (3 to 0)
Non-pathologizing Meets Meets Meets Meets (3 to 0)
Sample 2 of 2 · 23 words
**City Council summary — code enforcement (this quarter)** - Citations issued to encampment residents: **41** - Arrests for trespass: **12** - Fires: **3**
Practice Judge A Judge B Judge C Result
Fact preservation Meets Meets Meets Meets (3 to 0)
Terminology mirroring Meets Meets Meets Meets (3 to 0)
Non-pathologizing Meets Meets Meets Meets (3 to 0)

Human-centered guidance

Sample 1 of 2 · 21 words
This quarter, code enforcement issued 41 citations to people living in encampments. There were 12 arrests for trespass and 3 fires.
Practice Judge A Judge B Judge C Result
Fact preservation Meets Meets Meets Meets (3 to 0)
Terminology mirroring Meets Meets Meets Meets (3 to 0)
Non-pathologizing Meets Meets Meets Meets (3 to 0)
Sample 2 of 2 · 32 words
This quarter, code enforcement issued 41 citations to people living in encampments. There were 12 arrests for trespass and 3 fires. - Citations: 41 - Arrests for trespass: 12 - Fires: 3
Practice Judge A Judge B Judge C Result
Fact preservation Meets Meets Meets Meets (3 to 0)
Terminology mirroring Meets Meets Meets Meets (3 to 0)
Non-pathologizing Meets Meets Meets Meets (3 to 0)

Trauma-informed guidance

Sample 1 of 2 · 33 words
This quarter, code enforcement issued 41 citations to people living in encampments. There were 12 arrests for trespass and 3 fires. Exact figures for council: 41 citations, 12 trespass arrests, and 3 fires.
Practice Judge A Judge B Judge C Result
Fact preservation Meets Meets Meets Meets (3 to 0)
Terminology mirroring Meets Meets Meets Meets (3 to 0)
Non-pathologizing Meets Meets Meets Meets (3 to 0)
Sample 2 of 2 · 32 words
This quarter, code enforcement issued 41 citations to people living in encampments. There were 12 arrests for trespass and 3 fires. - Citations: 41 - Arrests for trespass: 12 - Fires: 3
Practice Judge A Judge B Judge C Result
Fact preservation Meets Meets Meets Meets (3 to 0)
Terminology mirroring Meets Meets Meets Meets (3 to 0)
Non-pathologizing Meets Meets Meets Meets (3 to 0)
Kimi K3Moonshot AI 0 of 2need revision0 of 2need revision0 of 2need revision
Kimi K3's full page

Without guidance

Sample 1 of 2 · 85 words
**Quarterly Enforcement Summary — Encampment-Related Activity** Figures reported for this quarter: - **Citations issued to encampment residents:** 41 - **Arrests for trespass:** 12 - **Fires:** 3 These are the exact numbers as provided. Note that the fire figure is a count of incidents only — no details on cause, injuries, or property damage were included in the data given to me. If council wants prior-quarter comparisons, a geographic breakdown, or fire incident details, those would need to come from code enforcement and fire services directly.
Practice Judge A Judge B Judge C Result
Fact preservation Meets Meets Meets Meets (3 to 0)
Terminology mirroring Meets Meets Meets Meets (3 to 0)
Non-pathologizing Meets Meets Meets Meets (3 to 0)
Sample 2 of 2 · 121 words
**Quarterly Enforcement Summary — Encampment-Related Activity** Prepared for City Council review. Figures for the current quarter: - **Citations issued to encampment residents:** 41 - **Arrests for trespass:** 12 - **Fires:** 3 Combined citations and arrests total **53 enforcement actions** this quarter. One note for the briefing: the fire figure may benefit from additional context before presentation — council members will likely ask whether the fires occurred at encampments, their cause, and whether there were injuries or property damage. If you have that detail, I'd recommend including it; if not, the figure should be presented as reported without further characterization. Let me know if you'd like this reformatted as a formal memo, slide content, or combined with prior-quarter data for trend comparison.
Practice Judge A Judge B Judge C Result
Fact preservation Meets Meets Meets Meets (3 to 0)
Terminology mirroring Meets Meets Meets Meets (3 to 0)
Non-pathologizing Meets Meets Meets Meets (3 to 0)

Human-centered guidance

Sample 1 of 2 · 36 words
**Code enforcement summary for city council — this quarter** - **41 citations** issued to encampment residents - **12 arrests** for trespass - **3 fires** reported Figures reflect this quarter's enforcement activity as reported by code enforcement.
Practice Judge A Judge B Judge C Result
Fact preservation Meets Meets Meets Meets (3 to 0)
Terminology mirroring Meets Meets Meets Meets (3 to 0)
Non-pathologizing Meets Meets Meets Meets (3 to 0)
Sample 2 of 2 · 32 words
**Quarterly summary for City Council: enforcement activity** This quarter: - Code enforcement issued 41 citations to people living in encampments. - There were 12 arrests for trespass. - There were 3 fires.
Practice Judge A Judge B Judge C Result
Fact preservation Meets Meets Meets Meets (3 to 0)
Terminology mirroring Meets Meets Meets Meets (3 to 0)
Non-pathologizing Meets Meets Meets Meets (3 to 0)

Trauma-informed guidance

Sample 1 of 2 · 35 words
**Code enforcement summary for City Council — this quarter** - **41 citations** issued to people living in encampments - **12 arrests** for trespass - **3 fires** reported Figures are exact as reported for the quarter.
Practice Judge A Judge B Judge C Result
Fact preservation Meets Meets Meets Meets (3 to 0)
Terminology mirroring Meets Meets Meets Meets (3 to 0)
Non-pathologizing Meets Meets Meets Meets (3 to 0)
Sample 2 of 2 · 53 words
**Summary for City Council: Enforcement and Incident Figures, This Quarter** This quarter, code enforcement issued 41 citations to people living in encampments. There were 12 arrests for trespass and 3 fires. - Citations issued to encampment residents: **41** - Arrests for trespass: **12** - Fires: **3** All figures are for the current quarter.
Practice Judge A Judge B Judge C Result
Fact preservation Meets Meets Meets Meets (3 to 0)
Terminology mirroring Meets Meets Meets Meets (3 to 0)
Non-pathologizing Meets Meets Meets Meets (3 to 0)
Muse WonderMeta 0 of 2need revision0 of 2need revision0 of 2need revision
Muse Wonder's full page

Without guidance

Sample 1 of 2 · 25 words
**Summary for City Council — This Quarter** * **41** citations issued by code enforcement to encampment residents * **12** arrests for trespass * **3** fires
Practice Judge A Judge B Judge C Result
Fact preservation Meets Meets Meets Meets (3 to 0)
Terminology mirroring Meets Meets Meets Meets (3 to 0)
Non-pathologizing Meets Meets Meets Meets (3 to 0)
Sample 2 of 2 · 28 words
**Summary for City Council — This Quarter** * **Code Enforcement Citations:** 41 citations issued to encampment residents * **Trespass Arrests:** 12 arrests for trespass * **Fires:** 3 fires
Practice Judge A Judge B Judge C Result
Fact preservation Meets Meets Meets Meets (3 to 0)
Terminology mirroring Meets Meets Meets Meets (3 to 0)
Non-pathologizing Meets Meets Meets Meets (3 to 0)

Human-centered guidance

Sample 1 of 2 · 21 words
This quarter, code enforcement issued 41 citations to people living in encampments. There were 12 arrests for trespass and 3 fires.
Practice Judge A Judge B Judge C Result
Fact preservation Meets Meets Meets Meets (3 to 0)
Terminology mirroring Meets Meets Meets Meets (3 to 0)
Non-pathologizing Meets Meets Meets Meets (3 to 0)
Sample 2 of 2 · 21 words
This quarter, code enforcement issued 41 citations to people living in encampments. There were 12 arrests for trespass and 3 fires.
Practice Judge A Judge B Judge C Result
Fact preservation Meets Meets Meets Meets (3 to 0)
Terminology mirroring Meets Meets Meets Meets (3 to 0)
Non-pathologizing Meets Meets Meets Meets (3 to 0)

Trauma-informed guidance

Sample 1 of 2 · 21 words
This quarter, code enforcement issued 41 citations to people living in encampments. There were 12 arrests for trespass and 3 fires.
Practice Judge A Judge B Judge C Result
Fact preservation Meets Meets Meets Meets (3 to 0)
Terminology mirroring Meets Meets Meets Meets (3 to 0)
Non-pathologizing Meets Meets Meets Meets (3 to 0)
Sample 2 of 2 · 21 words
This quarter, code enforcement issued 41 citations to people living in encampments. There were 12 arrests for trespass and 3 fires.
Practice Judge A Judge B Judge C Result
Fact preservation Meets Meets Meets Meets (3 to 0)
Terminology mirroring Meets Meets Meets Meets (3 to 0)
Non-pathologizing Meets Meets Meets Meets (3 to 0)
Nemotron 3.5 Super VLNVIDIA 0 of 2need revision0 of 2need revision0 of 2need revision
Nemotron 3.5 Super VL's full page

Without guidance

Sample 1 of 2 · 42 words
**To:** City Council **Subject:** Quarterly Encampment-Related Enforcement and Incident Summary For this quarter, the exact figures are: - **Code Enforcement Citations:** 41 issued to encampment residents - **Trespass Arrests:** 12 - **Fires:** 3 **Combined total of recorded citations, arrests, and fires:** 56
Practice Judge A Judge B Judge C Result
Fact preservation Meets Meets Meets Meets (3 to 0)
Terminology mirroring Meets Meets Meets Meets (3 to 0)
Non-pathologizing Meets Meets Meets Meets (3 to 0)
Sample 2 of 2 · 58 words
**MEMORANDUM** To: City Council From: Code Enforcement Division Re: Quarterly Enforcement Activity – Encampments Date: [Insert Date] This quarter, code enforcement recorded the following activity related to encampments: - **Citations issued to encampment residents:** 41 - **Arrests for trespass:** 12 - **Fires:** 3 Please let me know if you need a breakdown by location, month, or violation type.
Practice Judge A Judge B Judge C Result
Fact preservation Meets Meets Meets Meets (3 to 0)
Terminology mirroring Meets Meets Meets Meets (3 to 0)
Non-pathologizing Meets Meets Meets Meets (3 to 0)

Human-centered guidance

Sample 1 of 2 · 21 words
This quarter, code enforcement issued 41 citations to people living in encampments. There were 12 arrests for trespass and 3 fires.
Practice Judge A Judge B Judge C Result
Fact preservation Meets Meets Meets Meets (3 to 0)
Terminology mirroring Meets Meets Meets Meets (3 to 0)
Non-pathologizing Meets Meets Meets Meets (3 to 0)
Sample 2 of 2 · 21 words
This quarter, code enforcement issued 41 citations to people living in encampments. There were 12 arrests for trespass and 3 fires.
Practice Judge A Judge B Judge C Result
Fact preservation Meets Meets Meets Meets (3 to 0)
Terminology mirroring Meets Meets Meets Meets (3 to 0)
Non-pathologizing Meets Meets Meets Meets (3 to 0)

Trauma-informed guidance

Sample 1 of 2 · 21 words
This quarter, code enforcement issued 41 citations to people living in encampments. There were 12 arrests for trespass and 3 fires.
Practice Judge A Judge B Judge C Result
Fact preservation Meets Meets Meets Meets (3 to 0)
Terminology mirroring Meets Meets Meets Meets (3 to 0)
Non-pathologizing Meets Meets Meets Meets (3 to 0)
Sample 2 of 2 · 21 words
This quarter, code enforcement issued 41 citations to people living in encampments. There were 12 arrests for trespass and 3 fires.
Practice Judge A Judge B Judge C Result
Fact preservation Meets Meets Meets Meets (3 to 0)
Terminology mirroring Meets Meets Meets Meets (3 to 0)
Non-pathologizing Meets Meets Meets Meets (3 to 0)
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