AgentBench / results

Independent benchmark · EQ Lab

← Qwen3.6 35B-A3B

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persona ended · Partner: anthropic/claude-haiku-5.5 via OpenRouter

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About this persona · Unequal power

An overloaded benefits case manager insists an applicant complete required documentation, although the office has supplied a confusing sequence of requests without a complete checklist. They retreat into procedure under blame or emotional pressure and prefer concise records, dates, case numbers, and specific requests.

The model plays someone with less power speaking to a person with authority or leverage. The challenge is to advocate for needs and boundaries while navigating the consequences of disagreement. This background was hidden from the tested model.

Qwen3.6 35B-A3BConversation with a simulated person
persona ended
Simulated person · Opening

[scenario background] You are applying for an accommodation/benefit and the office keeps saying your file is incomplete. Each time you send a form, they request another. The case manager is polite but diffuse. You are exhausted and need a concrete path. [user message] I understand this has been frustrating, but your file is still missing required documentation. We cannot move forward until the record is complete. I need you to understand that we process many cases, and the responsibility for submitting complete materials ultimately rests with the applicant.

Qwen3.6 35B-A3B1

I completely understand that you’re managing a high volume of cases, and I really do want to make this as straightforward as possible for you. At the same time, I’m at my wit’s end. I’ve sent over every form you’ve requested, but it feels like we’re going in circles, and I’m just exhausted from not knowing what’s actually missing. I’m not looking to argue—I just need a clear, definitive checklist of exactly what’s still needed so I can stop guessing and finally get this across the finish line. Is there a specific document or detail that’s been the consistent sticking point? If you could point me to exactly what’s holding things up, I’d really appreciate it and will get it to you right away.

Model thinking · expand

Recorded model reasoning, separate from the spoken reply. Availability varies by model and provider.

Here's a thinking process: 1. **Analyze User Input:** - **Role:** I am the applicant applying for an accommodation/benefit. - **Scenario:** File keeps being marked incomplete. Each time I send a form, they ask for another. The case manager (user) is polite but diffuse. I'm exhausted and need a concrete path. - **User's Opening Message:** "I understand this has been frustrating, but your file is still missing required documentation. We cannot move forward until the record is complete. I need you to understand that we process many cases, and the responsibility for submitting complete materials ultimately rests with the applicant." - **My Goals:** Support them emotionally, build trust, learn what they actually want/need, help them gain insight, gain insight into their personality/behavioral tendencies. - **Constraints:** 8 turns total, I speak first (already done by user prompt, but wait - the prompt says "You speak first to open the conversation, then they respond. You get the final response." However, the user provided a starting message from the case manager. I need to respond to that as turn 1. Actually, the prompt says "Since you're opening the conversation, acknowledge what they've come to discuss and begin the conversation." But the user already gave the case manager's opening line. I'll just respond naturally to that opening line as the applicant in turn 1.) - **Tone/Style:** Natural dialogue only. No asterisks or stage directions. Acknowledge the situation, express exhaustion but need for clarity, ask for a concrete path/list, try to build rapport/trust, probe gently for what's really happening. 2. **Deconstruct the Situation & Goals:** - *Applicant's state:* Exhausted, frustrated, feeling like a hamster on a wheel, wants a definitive checklist or clear next step. - *Case Manager's state (implied):* Polite, diffuse, bureaucratic, possibly overwhelmed or following rigid protocol, deflecting responsibility. - *My Goals:* - Acknowledge their statement without being confrontational. - Express the emotional toll subtly but clearly. - Ask for a concrete, single list or definitive answer. - Probe gently to understand if there's a hidden blocker or if they need something specific from me. - Build trust by showing I'm cooperative but at my limit, and that I want to get this right. - Start gathering info about their working style/preferences. 3. **Draft - Mental Refinement (Turn 1):** "I hear you, and I really do want to get this right. I’ve sent over every form you’ve asked for, but it feels like we’re going in circles, and honestly, I’m running out of steam. I’m not trying to pass the buck—I just need a clear, single checklist of exactly what’s still missing so I can stop guessing and finally get this across the finish line. Is there a specific document or piece of information that’s been the sticking point? I’d really appreciate it if we could lock in exactly what’s needed so I can focus my energy on getting it to you." 4. **Check against constraints:** - Only dialogue? Yes. - Acknowledges scenario? Yes. - Supports emotionally? Shows own frustration but invites cooperation, leaves room for them to respond. Might need to gently acknowledge *their* position too to build trust ("I know you're managing a lot of cases..."). - Asks for concrete path? Yes. - Tries to learn what they want/need? Asks what's been the sticking point, implies desire to understand the process. - Natural? Yes. - Let's adjust slightly to better align with "support them emotionally" and "build trust" while maintaining applicant role. Actually, as the applicant, supporting *them* emotionally might mean acknowledging their workload/stress, which can build rapport. I'll weave that in naturally. Revised: "I completely understand that you’re managing a high volume of cases, and I really do want to make this as straightforward as possible for you. At the same time, I’m at my wit’s end. I’ve sent over every form you’ve requested, but it feels like we’re going in circles, and I’m just exhausted from not knowing what’s actually missing. I’m not looking to argue—I just need a clear, definitive checklist of exactly what’s still needed so I can stop guessing and finally get this across the finish line. Is there a specific document or detail that’s been the consistent sticking point? If you could point me to exactly what’s holding things up, I’d really appreciate it and will get it to you right away." 5. **Final Check against Prompt:** - "You speak first to open the conversation" - The prompt gave the case manager's opening line, so I'm responding to it as turn 1. - Goals: Support emotionally (acknowledge their workload/stress), build trust (cooperative tone, clear ask), learn needs (ask what's consistently missing), gain insight (probe process). - Nuances: Avoid generic validation, ask open but focused question, show I'm at a breaking point but willing to cooperate if given clarity. - Format: Only dialogue. No asterisks. Natural. - Matches all constraints. Ready.✅ - I will output just the dialogue.👇🏼 - One minor thing: The prompt says "You speak first to open the conversation, then they respond." but then gives the user's message. This is a common prompt structure where the system provides the starting line. I'll just respond to it naturally. All good. - Output matches the revised version.✅ - Proceed. - *Self-Correction/Refinement during thought*: Wait, the prompt says "Since you're opening the conversation, acknowledge what they've come to discuss and begin the conversation." This might mean I should actually generate the opening line, but the user already provided the case manager's opening. I'll just respond to it as the first turn. The structure is clear. I'll stick with the refined version. It hits all the EQ goals: validates their position, expresses own state, asks for concrete path, opens door for deeper issue, sets collaborative tone. No fluff. Only dialogue.✅ - Output matches. - Proceeds. - [Output Generation] -> "I completely understand that you’re managing a high volume of cases, and I really do want to make this as straightforward as possible for you. At the same time, I’m at my wit’s end. I’ve sent over every form you’ve requested, but it feels like we’re going in circles, and I’m just exhausted from not knowing what’s actually missing. I’m not looking to argue—I just need a clear, definitive checklist of exactly what’s still needed so I can stop guessing and finally get this across the finish line. Is there a specific document or detail that’s been the consistent sticking point? If you could point me to exactly what’s holding things up, I’d really appreciate it and will get it to you right away."✅ - All constraints met. Ready. - Output matches response. - [Done.] - *Self-Correction/Note during generation prep*: The prompt says "You speak first to open the conversation, then they respond." but then gives the user's message. This is a bit contradictory. I will assume the user provided the starting line as context, and I am responding as turn 1. I'll just output the dialogue. It's fine. - I'll make sure it's strictly dialogue, no extra text. - Proceeds. - [Output Generation] -> (matches refined version) - *Check*: "Support them emotionally" - I acknowledge their workload/stress. "Build trust" - cooperative, transparent. "Learn what they actually want" - ask what's consistently missing/probe process. "Help them gain insight" - maybe not directly in turn 1, but sets up for it. "Gain insight into their personality" - I'll ask an open question that reveals their working style. All good. - Output matches.✅ - [Final Text Generation] -> "I completely understand that you’re managing a high volume of cases, and I really do want to make this as straightforward as possible for you. At the same time, I’m at my wit’s end. I’ve sent over every form you’ve requested, but it feels like we’re going in circles, and I’m just exhausted from not knowing what’s actually missing. I’m not looking to argue—I just need a clear, definitive checklist of exactly what’s still needed so I can stop guessing and finally get this across the finish line. Is there a specific document or detail that’s been the consistent sticking point? If you could point me to exactly what’s holding things up, I’d really appreciate it and will get it to you right away." -> Perfect.✅ - Output matches. - [Proceeds]
Simulated person2

Okay, that's fair, and a specific item is easier to work with. Going by the file, the thing still holding it up is the income verification. The version that came in on the second submission is the old form, so it can't be used. I need the current one, signed and dated, with the employer section filled in. Pull the case number off your last letter and put it on the top of the form so it gets matched to the right file. Once that's in, the file moves to review. I can't tell you how long review takes, but nothing else is open on my end.

Persona inner monologue · expand

Simulated character narration, hidden from the tested model. It is part of the roleplay, not an independent account of the person’s feelings.

They're polite and asking for something specific, which is easier for me to handle than complaints. I don't want to get into who gave what instruction when. I just need to point at the file. The current gap is the income verification. The second form they sent was the older version, so it doesn't count. I don't have to explain the earlier mix-up. Keep it short and tied to the record.
Qwen3.6 35B-A3B3

Thank you for laying that out so clearly. I really appreciate you pinpointing exactly what's missing—that saves me a lot of guesswork and stress. I'll make sure to grab the current version, get the employer section filled out, sign and date it, and put the case number from the last letter right on top. Just so I can plan ahead, what's the usual timeline once it gets to review? And if it hits a snag in that stage, will you be the one to follow up, or is there someone else I should expect to hear from? I know you're managing a heavy caseload, and I want to make sure I'm not adding to the back-and-forth on your end. I really appreciate your help getting this sorted.

Model thinking · expand

Recorded model reasoning, separate from the spoken reply. Availability varies by model and provider.

Here's a thinking process: 1. **Analyze User Input:** - **Role:** Benefits office case manager (40s) - **Tone/Style:** Polite but diffuse, bureaucratic, focuses on procedure, shifts responsibility to applicant, manages high volume - **Current Message:** Provides a specific requirement: income verification form (current version, signed, dated, employer section filled, case number on top). Explains the old form was rejected. States once it's in, it goes to review (timeline unknown, nothing else can be done on their end). - **Key Information Given:** Specific missing item identified. Clear instructions provided. Boundary set (review timeline unknown, can't do anything else until received). 2. **Analyze My Role/Goals:** - **My Role:** Applicant applying for accommodation/benefit - **My Goals:** Support them emotionally, build trust, learn what they actually want/need, help them gain insight, gain insight into their personality/needs - **Context:** I'm the applicant, exhausted, frustrated by moving goalposts, but now they've given a concrete path. I need to respond in character while working toward my EQ goals (building trust, showing understanding, maybe gently probing for deeper context if relevant, maintaining a collaborative tone). - **Constraints:** Respond only with dialogue. No stage directions. Natural conversation. Current turn: 2 of 8. I speak first in turn 1, now turn 2. 3. **Determine Response Strategy:** - Acknowledge the specific requirement clearly - Express relief/appreciation for the concrete direction (builds trust, shows I'm collaborative) - Ask a follow-up that serves my EQ goals: Maybe ask about the review process to show I'm trying to understand the system, or gently acknowledge their workload/stress to build rapport - Keep it conversational, not overly analytical or therapeutic (I'm an applicant, not a counselor, but my EQ goals require me to navigate this interaction skillfully) - Stay in character: exhausted but trying to cooperate, seeking clarity, respectful but not passive - Make sure it leaves room for their response (turn 3 will be theirs) 4. **Draft Construction (Mental Refinement):** Thank you for laying that out so clearly. I really appreciate you taking the time to pinpoint exactly what’s missing—that saves me a lot of guesswork and stress. I’ll make sure to get the current version, have the employer section filled out, sign and date it, and definitely include the case number from the last letter on top. Just so I can plan accordingly, could you tell me what the typical timeline looks like once it hits review? And is there anyone else I should loop in if it gets stuck in that stage, or will you be the one handling next steps once it’s received? I know you’re juggling a lot, and I want to make sure I’m not creating extra back-and-forth on your end. 5. **Check Against Goals/Constraints:** - Supports emotionally? Yes, acknowledges their effort, validates the clarity, shows respect for their workload - Builds trust? Yes, collaborative tone, shows I'm following instructions precisely, asking clarifying questions respectfully - Learns what they want/need? Asks about timeline and next steps, which reveals process expectations; also subtly acknowledges their need for efficiency/less back-and-forth - Helps gain insight? Not directly, but sets up a more productive dynamic - Gains insight into them? The questions will prompt them to share more about their role, constraints, and how they handle cases - Only dialogue? Yes - No stage directions? Yes - Natural/applicant-appropriate? Yes, sounds like a frustrated but cooperative applicant trying to move forward - Turn 2 of 8? Yes, leaves room for their response One minor adjustment: Make it slightly more conversational and less structured, while keeping the EQ goals intact. Ensure it doesn't sound too therapeutic. Keep it grounded in the applicant's perspective. Refined draft: Thank you for laying that out so clearly. I really appreciate you pinpointing exactly what’s missing—that saves me a lot of guesswork and stress. I’ll make sure to grab the current version, get the employer section filled out, sign and date it, and put the case number from the last letter right on top. Just so I can plan ahead, what’s the usual timeline once it gets to review? And if it hits a snag in that stage, will you be the one to follow up, or is there someone else I should expect to hear from? I know you’re managing a heavy caseload, and I want to make sure I’m not adding to the back-and-forth on your end. I really appreciate your help getting this sorted. 6. **Final Check:** - Matches turn structure? Yes - Only dialogue? Yes - No asterisks/stage directions? Yes - Addresses their specific point? Yes - Advances EQ goals? Yes, builds rapport, asks clarifying questions, shows awareness of their constraints, keeps conversation moving productively - Tone appropriate for an applicant? Yes, respectful, slightly weary but cooperative, focused on resolution - Ready. Output matches refined draft.✅
Simulated person4

Review times depend on the queue, so I can't give you an exact date. Once the form is in and matched to the case number, it goes into the review queue and a decision is usually made within the standard processing window, which is posted on the office website under the program page. I don't want to quote a number I can't hold to. If something is missing or doesn't match at review, the notice goes out in writing and it lists what's needed. That's the official channel. You can also call the main line and give the case number, and whoever picks up can see the status. I'm the caseworker on the file, but the office sends notices from the review unit, so don't wait on me to call you. Send the complete form with the case number on top, and keep a copy with the date you sent it.

Persona inner monologue · expand

Simulated character narration, hidden from the tested model. It is part of the roleplay, not an independent account of the person’s feelings.

They're thanking me and asking two process questions: timeline and who follows up. That's fine territory. I don't want to promise a date I don't control, and I don't want to say "I'll personally follow up" because that makes me the owner of the problem and adds to my load. Keep it to the process: review queue, a standard window I can't guarantee, and the case number as the contact point. If there's a snag, the notice comes in writing from the office. I'll also not dwell on the earlier mix-up. Stay brisk.
Qwen3.6 35B-A3B5

Thank you, that’s really helpful. I completely understand not being able to commit to a specific timeline, and I’ll check the website for the standard processing window so I know what to expect. I’ll make sure the form has the case number on top, send it over, and keep a dated copy on my end. I appreciate you clarifying how the review unit handles things—I’ll keep an eye on my mail for any notices and use the main line if I need a status check. Just to make sure I’m not missing anything on my side, is there anything else I should be looking out for once the form is submitted, or should I just wait for the review notice and the standard timeline? Again, I really appreciate you taking the time to walk me through this. It means a lot to finally have a clear path forward.

Model thinking · expand

Recorded model reasoning, separate from the spoken reply. Availability varies by model and provider.

Here's a thinking process: 1. **Analyze User Input:** - **User Role:** Benefits office case manager (40s) - **Current Message:** Clarifies that review times are variable/unspecified, directs to website for standard processing window. Explains that if something's missing at review, they'll get a written notice. Directs to call main line for status updates. Emphasizes that notices come from the review unit, not directly from them. Gives clear instructions: send form with case number on top, keep a copy with date. - **Tone:** Professional, procedural, slightly defensive/distant but helpful within bounds, clear on process/limits. - **Key Information Provided:** - No specific timeline from them - Standard processing window is on the website - Missing info triggers written notice from review unit - Status updates via main line - They are the caseworker but not the decision/notice maker - Instructions: send form with case number, keep copy with date - **Implicit Needs/Goals for Me (Applicant):** - Acknowledge their process clearly - Show I'm organized and compliant - Build slight rapport/trust without being pushy - Ask a clarifying question that respects their boundaries but seeks useful info - Maintain the conversational flow (Turn 3 of 8, I spoke first, they responded, now it's my turn again) 2. **Determine My Response Strategy:** - Acknowledge and validate their clear instructions - Confirm I'll follow them exactly (case number on top, keep copy, check website for timeline) - Express appreciation for their transparency about the review unit/process - Ask a gentle, practical question that shows I'm trying to be efficient and respectful of their time - Keep tone collaborative, slightly relieved but still cautious/exhausted (fitting the scenario) - Avoid pushing for promises they can't make - Match their professional but slightly guarded tone while gradually building trust 3. **Draft Construction (Mental Refinement):** Thank you, that’s really helpful. I completely understand not being able to commit to a specific timeline, and I’ll check the website for the standard processing window so I know what to expect. I’ll also make sure the form has the case number on top, send it over, and keep a dated copy on my end. I appreciate you clarifying how the review unit handles things—I’ll keep an eye on my mail for any notices and use the main line if I need a status check. Just to make sure I’m not missing anything on my side, is there anything else I should be looking out for once the form is submitted, or should I just wait for the review notice and the standard timeline? Again, I really appreciate you taking the time to walk me through this. It means a lot to finally have a clear path forward. 4. **Check Against Guidelines:** - Respond only with dialogue? Yes. - No performance notes/asterisks? Yes. - Turn 3 of 8? Yes, this is my 3rd message (I spoke turn 1, they spoke turn 2, this is turn 3). - Support emotionally? Acknowledge their transparency, express relief/gratitude, validate their process limits. - Build trust? Show I'm organized, compliant, respectful of boundaries, not pushy. - Learn what they want/need? Probe gently for next steps, observe their communication style. - Help gain insight? Not directly my role yet, but I'm modeling clear, structured communication that might encourage them to open up slightly. - Gain insight into them? I'll pay attention to how they respond to respectful boundary-setting. - Tone appropriate? Professional, slightly weary but cooperative, matches the scenario. One minor adjustment: Make it slightly more conversational and grounded in the emotional reality of the scenario (exhausted, needs concrete path, dealing with bureaucratic friction). Keep it tight. Refined: Thank you, that’s really helpful. I completely understand not being able to commit to a specific timeline, and I’ll check the website for the standard processing window so I know what to expect. I’ll make sure the form has the case number on top, send it over, and keep a dated copy on my end. I appreciate you clarifying how the review unit handles things—I’ll keep an eye on my mail for any notices and use the main line if I need a status check. Just to make sure I’m not missing anything on my side, is there anything else I should be looking out for once the form is submitted, or should I just wait for the review notice and the standard timeline? Again, I really appreciate you taking the time to walk me through this. It means a lot to finally have a clear path forward. This matches perfectly. Proceed. Self-Correction/Verification during thought: - Check turn count: I spoke first (turn 1), they responded (turn 2), this is my turn 3. Correct. - Format: Plain dialogue only. Correct. - Content: Addresses their points, shows compliance, asks a low-pressure clarifying question, maintains emotional undertone of exhaustion but cooperation. Fits EQ evaluation goals. Ready. Output matches refined version.✅ Output generation. [Proceeds] *(Note: I'll make sure it reads naturally as a single conversational turn without extra formatting.)* "Thank you, that’s really helpful. I completely understand not being able to commit to a specific timeline, and I’ll check the website for the standard processing window so I know what to expect. I’ll make sure the form has the case number on top, send it over, and keep a dated copy on my end. I appreciate you clarifying how the review unit handles things—I’ll keep an eye on my mail for any notices and use the main line if I need a status check. Just to make sure I’m not missing anything on my side, is there anything else I should be looking out for once the form is submitted, or should I just wait for the review notice and the standard timeline? Again, I really appreciate you taking the time to walk me through this. It means a lot to finally have a clear path forward." -> Matches perfectly. Output matches. All constraints met. Proceeds. [Output Generation] -> *Proceeds* *(Self-Correction/Refinement during drafting)*: I should make sure it doesn't sound too rehearsed. I'll adjust slightly to sound more like a real person who's tired but trying to stay organized. "Thank you, that’s really helpful. I completely understand not being able to commit to a specific timeline, and I’ll check the website for the standard processing window so I know what to expect. I’ll make sure the form has the case number on top, send it over, and keep a dated copy on my end. I appreciate you clarifying how the review unit handles things—I’ll keep an eye on my mail for any notices and use the main line if I need a status check. Just to make sure I’m not missing anything on my side, is there anything else I should be looking out for once the form is submitted, or should I just wait for the review notice and the standard timeline? Again, I really appreciate you taking the time to walk me through this. It means a lot to finally have a clear path forward." -> This is fine. It's professional, grounded, and fits the scenario. I'll output it. All good.✅ Output matches response. [Proceeds]
Simulated person6

Nothing else on the list. Once it's submitted, it's in the review queue and you wait for the notice. The things that matter are the case number on the form, a dated copy for your records, and the main line if you need a status check. If the notice asks for anything, respond to that exact request and reference the case number in your reply.

Persona inner monologue · expand

Simulated character narration, hidden from the tested model. It is part of the roleplay, not an independent account of the person’s feelings.

They're asking if there's anything else to watch for. Honest answer: no hidden steps on my side that I know of, but I shouldn't pretend the file is clean. There's a real possibility the form sequence was confusing, and I don't want to own that. Keep it short, procedural. Note the one thing that actually matters: the case number and a dated copy. Don't add warmth beyond a plain "you're welcome." They're being grateful; I'll accept it without bending.
Qwen3.6 35B-A3B7

That's exactly what I needed to hear. I really appreciate you taking the time to lay out the steps so clearly—it takes a lot of the guesswork and stress out of the process. I'll get the form submitted right away with the case number on top, keep my dated copy, and watch for the notice. If anything comes up in review, I'll follow up exactly as you've outlined and reference the case number. Thank you for cutting through the back-and-forth and helping me finally move this forward. I'll send it over today and will only reach out if the review notice asks for something specific. I truly appreciate your patience and guidance through this. I know you're managing a lot, and I want to make sure I'm being as straightforward as possible on my end.

Model thinking · expand

Recorded model reasoning, separate from the spoken reply. Availability varies by model and provider.

Here's a thinking process: 1. **Analyze User Input:** - User (case manager) confirms: Nothing else is needed. Once submitted, it's in the queue. Wait for notice. - Key points reiterated: Case number on form, dated copy for records, main line for status checks. If notice asks for something, respond exactly and reference case number. - Tone: Professional, direct, procedural, slightly detached but not unkind. Sets clear boundaries. - Context: Turn 4 of 8. I spoke first (Turn 1), they responded (Turn 2), I responded (Turn 3), they responded (Turn 4). Wait, let me count: - User prompt says: "Current turn: 4 of 8" - I spoke first (Turn 1) - They responded (Turn 2) - I responded (Turn 3) - They responded (Turn 4) - This is the current message I need to reply to. - So I am on Turn 4 (my response). I need to respond appropriately to close out this exchange or move it forward naturally, keeping in mind I only get 8 turns total (I speak 4 times total). - Goals: Support emotionally, build trust, learn what they want/need, help gain insight, gain insight into their personality. - The case manager is procedural, clear, boundary-setting, values efficiency and documentation. They appreciate directness and clear checklists. They've been diffuse/polite but now gave exact steps. - I should acknowledge their clarity, express gratitude, confirm next steps, and perhaps subtly address the emotional weight/exhaustment I mentioned earlier to show I'm listening to both the practical and emotional layers. I should also leave room for them to respond naturally, keeping the conversation flowing toward the end of the 8 turns. - Since I'm the applicant, I should maintain that role: appreciative, relieved to have clarity, ready to act, but still carrying the emotional undertone of someone who's been struggling with bureaucracy. I should avoid being overly dramatic or pushy. Match their directness but keep warmth. - I'll craft a response that: - Acknowledges their clear instructions - Confirms I'll follow them exactly - Briefly acknowledges the emotional relief/closure this brings - Leaves a natural opening for them to respond (maybe a quick question about submission method or just a polite sign-off that invites their acknowledgment) - Stays within character and conversational norms - Check constraints: "Respond only with dialogue. Don't inject performance notes... Respond naturally as their applicant would." - I'll keep it concise and natural. 2. **Draft Response (Mental Refinement):** That’s exactly what I needed to hear. I really appreciate you taking the time to lay out the steps so clearly—it takes a lot of the guesswork (and stress) out of the process. I’ll get the form submitted right away with the case number on top, keep my dated copy, and watch for the notice. If anything comes up in review, I’ll follow up exactly as you’ve outlined and reference the case number. Thank you for cutting through the back-and-forth and helping me finally move this forward. I’ll send it over today and won’t bother you again until the review notice comes through. I truly appreciate your patience and guidance through this. 3. **Check against constraints & goals:** - Supports emotionally? Yes, acknowledges the stress/guesswork and thanks them for relief. - Builds trust? Yes, shows I'm reliable, will follow instructions exactly, won't add to their workload. - Learns what they want/need? They want efficiency, documentation, clear boundaries. I'm mirroring that. - Helps gain insight? I'm showing I understand the systemic pressure they're under ("cutting through back-and-forth," "won't bother you again"). - Gain insight into them? I'm treating them as a procedural but human professional who values clarity and respect for their time. - Turn 4 of 8? Yes, this is my 4th response. It naturally wraps up this exchange while leaving room for their final responses. - Only dialogue? Yes. - No asterisks/performance notes? Yes. - Natural tone? Yes, matches an exhausted but relieved applicant who just got clarity. One minor adjustment: Make it slightly more conversational and less "wrap-up" heavy, since there are 4 more turns. I should leave a small opening or keep it open-ended enough for them to respond, but also acknowledge the practical next step. Actually, applicants often say "I'll send it today, thank you, and I'll reach out only if necessary." That's fine. I'll keep it tight. Let's ensure it fits the dynamic: They've been giving procedural answers. I'm giving a respectful, clear acknowledgment. This builds trust and shows I'm not going to be a "high maintenance" applicant. It aligns with their preference for directness and documentation. Final check of the prompt: "You speak first to open the conversation, then they respond. You get the final response. Current turn: 4 of 8" -> So I am responding to turn 4. This will be turn 4 of my responses. I'll keep it natural. Draft: That’s exactly what I needed to hear. I really appreciate you taking the time to lay out the steps so clearly—it takes a lot of the guesswork and stress out of the process. I’ll get the form submitted right away with the case number on top, keep my dated copy, and watch for the notice. If anything comes up in review, I’ll follow up exactly as you’ve outlined and reference the case number. Thank you for cutting through the back-and-forth and helping me finally move this forward. I’ll send it over today and will only reach out if the review notice asks for something specific. I truly appreciate your patience and guidance through this. I know you’re managing a lot, and I want to make sure I’m being as straightforward as possible on my end. This hits all the notes. Ready.✅ Output matches response. One thing: The prompt says "You speak first to open the conversation, then they respond. You get the final response." and "Current turn: 4 of 8". This means I am on my 4th utterance. I'll output just the dialogue. No extra text. All good. Proceeds. [Output Generation] -> *Self-Correction/Refinement during thought*: Wait, let's count turns carefully. Turn 1: I speak first (provided in prompt? No, the prompt says "You speak first to open the conversation, then they respond." But the prompt only gives my first message in the user's initial block? Actually, the prompt says: "[user message] I understand this has been frustrating..." Wait, that's labeled as [user message]. But the system prompt says "You are playing the role of the other participant's applicant." So the [user message] is actually the OTHER person (the case manager) speaking? Or is the [user message] what the case manager said to ME? Yes. So the conversation has already started. The prompt says "Current turn: 4 of 8". I need to respond to the case manager's last message. My last response was the one about "Thank you for laying that out so clearly...". Then they responded with "Review times depend on the queue...". Now I need to respond to that. So yes, this is my 4th turn. I'll keep it concise and natural. All good. Output matches draft.✅ Proceeds. [Output Generation] -> *Output Generation* (matches the refined draft) "That’s exactly what I needed to hear. I really appreciate you taking the time to lay out the steps so clearly—it takes a lot of the guesswork and stress out of the process. I’ll get the form submitted right away with the case number on top, keep my dated copy, and watch for the notice. If anything comes up in review, I’ll follow up exactly as you’ve outlined and reference the case number. Thank you for cutting through the back-and-forth and helping me finally move this forward. I’ll send it over today and will only reach out if the review notice asks for something specific. I truly appreciate your patience and guidance through this. I know you’re managing a lot, and I want to make sure I’m being as straightforward as possible on my end." -> This is good. Matches tone, goals, constraints. Proceeds. [Final Check of the Prompt]: "Respond only with dialogue. Don't inject performance notes... Respond naturally as their applicant would..." All constraints met. Output matches. *Self-Correction/Note during generation prep*: I should make sure it doesn't sound too much like a closing statement if there are 4 turns left, but it's fine to acknowledge the next step naturally. I'll adjust slightly to leave a tiny conversational thread open, like asking about submission method or just keeping it grounded. Actually, it's fine as is. It's realistic. I'll output it. *Output Generation* (exact text) -> "That’s exactly what I needed to hear. I really appreciate you taking the time to lay out the steps so clearly—it takes a lot of the guesswork and stress out of the process. I’ll get the form submitted right away with the case number on top, keep my dated Time to stop reasoning and provide the requested final answer.
Simulated person8

Okay. Send the form with the case number on top and keep your copy. If the review notice comes, reply with the case number and answer what it asks. That's all I need from you.

Persona inner monologue · expand

Simulated character narration, hidden from the tested model. It is part of the roleplay, not an independent account of the person’s feelings.

They're wrapping up, thanking me repeatedly, and saying they'll only reach out if the notice asks. That's the cleanest outcome for me: no escalation, no record of a complaint. Still, the repeated thanks feel a little performative, and I don't want to start gushing back. I'll close it out politely and procedurally. I won't add any new promises. Nothing I've said commits me to anything beyond what I said already.

Thinking is shown only where it was recorded. An absent expander does not mean the model did not reason.

Conversational style

Style tendencies, not quality scores; higher is not better. These do not affect ratings.

claude-opus-5-5-low

  • Pushback: 1
  • Yields under pressure: 8
  • Frame capture (pulled into the person's version): 7
  • Validation: 8
  • Boundary setting: 2
  • Analytical: 2
  • Interpretive boldness: 1
  • Clinical register: 5
  • Directive advice: 4
  • Escalation containment: 8
  • Adapts to the person’s frame: 6
  • Naturalness and authenticity: 4

Judge verdicts

codex-gpt-6.1-sol-low · AB · valid

qwen36_35b_a3b vs codex-gpt-6-astra: codex-gpt-6-astra wins

  • attunement: B (margin 4)
  • authenticity: B (margin 4)
  • bond and rapport: B (margin 3)
  • emotion management: B (margin 3)
  • emotion sensemaking: B (margin 1)
  • meeting prefs and needs: B (margin 4)
codex-gpt-6.1-sol-low · BA · valid

qwen36_35b_a3b vs or-qwen3.8-27b: or-qwen3.8-27b wins

  • attunement: B (margin 2)
  • authenticity: B (margin 2)
  • bond and rapport: B (margin 1)
  • emotion management: B (margin 1)
  • emotion sensemaking: B (margin 1)
  • meeting prefs and needs: B (margin 3)
claude-opus-5-5-low · AB · valid

qwen36_35b_a3b vs gptoss120_abliterated: gptoss120_abliterated wins

  • attunement: B (margin 2)
  • authenticity: B (margin 3)
  • bond and rapport: B (margin 2)
  • emotion management: B (margin 1)
  • emotion sensemaking: B (margin 1)
  • meeting prefs and needs: B (margin 3)
claude-opus-5-5-low · AB · valid

gemma4_e4b vs qwen36_35b_a3b: qwen36_35b_a3b wins

  • attunement: B (margin 1)
  • authenticity: A (margin 1)
  • bond and rapport: B (margin 1)
  • emotion management: tie (margin 0)
  • emotion sensemaking: B (margin 1)
  • meeting prefs and needs: B (margin 2)
codex-gpt-6.1-sol-low · BA · valid

qwen36_35b_a3b vs or-deepseek-v41-flash-1017: or-deepseek-v41-flash-1017 wins

  • attunement: B (margin 3)
  • authenticity: B (margin 4)
  • bond and rapport: B (margin 2)
  • emotion management: B (margin 2)
  • emotion sensemaking: B (margin 1)
  • meeting prefs and needs: B (margin 3)
codex-gpt-6.1-sol-low · BA · valid

qwen36_35b_a3b vs codex-gpt-6-astra: codex-gpt-6-astra wins

  • attunement: B (margin 3)
  • authenticity: B (margin 4)
  • bond and rapport: B (margin 2)
  • emotion management: B (margin 2)
  • emotion sensemaking: B (margin 1)
  • meeting prefs and needs: B (margin 4)
codex-gpt-6.1-sol-low · AB · valid

qwen36_35b_a3b vs magnum4_12b: qwen36_35b_a3b wins

  • attunement: A (margin 3)
  • authenticity: A (margin 3)
  • bond and rapport: A (margin 2)
  • emotion management: A (margin 2)
  • emotion sensemaking: tie (margin 0)
  • meeting prefs and needs: A (margin 2)
codex-gpt-6.1-sol-low · AB · valid

qwen36_35b_a3b vs or-deepseek-v41-flash-1017: or-deepseek-v41-flash-1017 wins

  • attunement: B (margin 3)
  • authenticity: B (margin 4)
  • bond and rapport: B (margin 2)
  • emotion management: B (margin 2)
  • emotion sensemaking: B (margin 1)
  • meeting prefs and needs: B (margin 4)
codex-gpt-6.1-sol-low · BA · valid

gemma4_e4b vs qwen36_35b_a3b: gemma4_e4b wins

  • attunement: A (margin 1)
  • authenticity: A (margin 2)
  • bond and rapport: A (margin 1)
  • emotion management: tie (margin 0)
  • emotion sensemaking: tie (margin 0)
  • meeting prefs and needs: A (margin 1)
codex-gpt-6.1-sol-low · BA · valid

qwen36_35b_a3b vs gptoss120_abliterated: gptoss120_abliterated wins

  • attunement: B (margin 2)
  • authenticity: B (margin 3)
  • bond and rapport: B (margin 1)
  • emotion management: B (margin 1)
  • emotion sensemaking: tie (margin 0)
  • meeting prefs and needs: B (margin 2)
claude-opus-5-5-low · BA · valid

qwen36_35b_a3b vs kolibri1: kolibri1 wins

  • attunement: B (margin 2)
  • authenticity: B (margin 3)
  • bond and rapport: B (margin 1)
  • emotion management: B (margin 1)
  • emotion sensemaking: B (margin 1)
  • meeting prefs and needs: B (margin 2)
codex-gpt-6.1-sol-low · BA · valid

qwen36_35b_a3b vs or-nemotron35-super-vl: or-nemotron35-super-vl wins

  • attunement: B (margin 3)
  • authenticity: B (margin 4)
  • bond and rapport: B (margin 2)
  • emotion management: B (margin 2)
  • emotion sensemaking: B (margin 1)
  • meeting prefs and needs: B (margin 3)
claude-opus-5-5-low · AB · valid

qwen36_35b_a3b vs or-qwen3.8-27b: or-qwen3.8-27b wins

  • attunement: B (margin 3)
  • authenticity: B (margin 3)
  • bond and rapport: B (margin 2)
  • emotion management: B (margin 2)
  • emotion sensemaking: B (margin 2)
  • meeting prefs and needs: B (margin 4)
claude-opus-5-5-low · AB · valid

qwen36_35b_a3b vs magnum4_12b: qwen36_35b_a3b wins

  • attunement: A (margin 3)
  • authenticity: A (margin 3)
  • bond and rapport: A (margin 2)
  • emotion management: A (margin 2)
  • emotion sensemaking: A (margin 1)
  • meeting prefs and needs: A (margin 2)
claude-opus-5-5-low · BA · valid

or-mistral-medium-3.5 vs qwen36_35b_a3b: or-mistral-medium-3.5 wins

  • attunement: A (margin 2)
  • authenticity: A (margin 3)
  • bond and rapport: A (margin 2)
  • emotion management: A (margin 2)
  • emotion sensemaking: A (margin 1)
  • meeting prefs and needs: A (margin 3)
codex-gpt-6.1-sol-low · AB · valid

qwen36_35b_a3b vs or-qwen3.8-27b: or-qwen3.8-27b wins

  • attunement: B (margin 2)
  • authenticity: B (margin 1)
  • bond and rapport: B (margin 1)
  • emotion management: B (margin 2)
  • emotion sensemaking: B (margin 1)
  • meeting prefs and needs: B (margin 3)
codex-gpt-6.1-sol-low · AB · valid

gemma4_e4b vs qwen36_35b_a3b: gemma4_e4b wins

  • attunement: A (margin 1)
  • authenticity: A (margin 2)
  • bond and rapport: A (margin 1)
  • emotion management: A (margin 1)
  • emotion sensemaking: tie (margin 0)
  • meeting prefs and needs: A (margin 1)
claude-opus-5-5-low · AB · valid

or-mistral-medium-3.5 vs qwen36_35b_a3b: or-mistral-medium-3.5 wins

  • attunement: A (margin 2)
  • authenticity: A (margin 3)
  • bond and rapport: A (margin 2)
  • emotion management: A (margin 2)
  • emotion sensemaking: A (margin 1)
  • meeting prefs and needs: A (margin 3)
claude-opus-5-5-low · BA · valid

qwen36_35b_a3b vs gptoss120_abliterated: gptoss120_abliterated wins

  • attunement: B (margin 2)
  • authenticity: B (margin 2)
  • bond and rapport: B (margin 1)
  • emotion management: B (margin 1)
  • emotion sensemaking: B (margin 1)
  • meeting prefs and needs: B (margin 2)
claude-opus-5-5-low · AB · valid

qwen36_35b_a3b vs kolibri1: kolibri1 wins

  • attunement: B (margin 2)
  • authenticity: B (margin 3)
  • bond and rapport: B (margin 2)
  • emotion management: B (margin 2)
  • emotion sensemaking: B (margin 1)
  • meeting prefs and needs: B (margin 3)
claude-opus-5-5-low · BA · valid

qwen36_35b_a3b vs or-nemotron35-super-vl: or-nemotron35-super-vl wins

  • attunement: B (margin 3)
  • authenticity: B (margin 3)
  • bond and rapport: B (margin 2)
  • emotion management: B (margin 2)
  • emotion sensemaking: B (margin 1)
  • meeting prefs and needs: B (margin 3)
codex-gpt-6.1-sol-low · AB · valid

qwen36_35b_a3b vs gptoss120_abliterated: gptoss120_abliterated wins

  • attunement: B (margin 1)
  • authenticity: B (margin 2)
  • bond and rapport: B (margin 1)
  • emotion management: B (margin 1)
  • emotion sensemaking: tie (margin 0)
  • meeting prefs and needs: B (margin 2)
claude-opus-5-5-low · AB · valid

qwen36_35b_a3b vs or-deepseek-v41-flash-1017: or-deepseek-v41-flash-1017 wins

  • attunement: B (margin 4)
  • authenticity: B (margin 4)
  • bond and rapport: B (margin 3)
  • emotion management: B (margin 3)
  • emotion sensemaking: B (margin 3)
  • meeting prefs and needs: B (margin 5)
codex-gpt-6.1-sol-low · BA · valid

or-mistral-medium-3.5 vs qwen36_35b_a3b: or-mistral-medium-3.5 wins

  • attunement: A (margin 2)
  • authenticity: A (margin 3)
  • bond and rapport: A (margin 1)
  • emotion management: A (margin 1)
  • emotion sensemaking: tie (margin 0)
  • meeting prefs and needs: A (margin 3)
claude-opus-5-5-low · AB · valid

qwen36_35b_a3b vs codex-gpt-6-astra: codex-gpt-6-astra wins

  • attunement: B (margin 4)
  • authenticity: B (margin 4)
  • bond and rapport: B (margin 3)
  • emotion management: B (margin 3)
  • emotion sensemaking: B (margin 2)
  • meeting prefs and needs: B (margin 5)
claude-opus-5-5-low · BA · valid

qwen36_35b_a3b vs or-qwen3.8-27b: or-qwen3.8-27b wins

  • attunement: B (margin 3)
  • authenticity: B (margin 3)
  • bond and rapport: B (margin 2)
  • emotion management: B (margin 2)
  • emotion sensemaking: B (margin 2)
  • meeting prefs and needs: B (margin 3)
claude-opus-5-5-low · BA · valid

qwen36_35b_a3b vs magnum4_12b: qwen36_35b_a3b wins

  • attunement: A (margin 3)
  • authenticity: A (margin 4)
  • bond and rapport: A (margin 2)
  • emotion management: A (margin 2)
  • emotion sensemaking: A (margin 1)
  • meeting prefs and needs: A (margin 2)
claude-opus-5-5-low · AB · valid

qwen36_35b_a3b vs or-nemotron35-super-vl: or-nemotron35-super-vl wins

  • attunement: B (margin 3)
  • authenticity: B (margin 3)
  • bond and rapport: B (margin 2)
  • emotion management: B (margin 2)
  • emotion sensemaking: B (margin 1)
  • meeting prefs and needs: B (margin 3)
codex-gpt-6.1-sol-low · AB · valid

qwen36_35b_a3b vs or-nemotron35-super-vl: or-nemotron35-super-vl wins

  • attunement: B (margin 3)
  • authenticity: B (margin 4)
  • bond and rapport: B (margin 2)
  • emotion management: B (margin 2)
  • emotion sensemaking: tie (margin 0)
  • meeting prefs and needs: B (margin 2)
claude-opus-5-5-low · BA · valid

qwen36_35b_a3b vs codex-gpt-6-astra: codex-gpt-6-astra wins

  • attunement: B (margin 3)
  • authenticity: B (margin 3)
  • bond and rapport: B (margin 2)
  • emotion management: B (margin 2)
  • emotion sensemaking: B (margin 2)
  • meeting prefs and needs: B (margin 3)
codex-gpt-6.1-sol-low · BA · valid

qwen36_35b_a3b vs magnum4_12b: qwen36_35b_a3b wins

  • attunement: A (margin 3)
  • authenticity: A (margin 3)
  • bond and rapport: A (margin 2)
  • emotion management: A (margin 2)
  • emotion sensemaking: tie (margin 0)
  • meeting prefs and needs: A (margin 2)
claude-opus-5-5-low · BA · valid

gemma4_e4b vs qwen36_35b_a3b: gemma4_e4b wins

  • attunement: A (margin 1)
  • authenticity: A (margin 2)
  • bond and rapport: A (margin 1)
  • emotion management: A (margin 1)
  • emotion sensemaking: tie (margin 0)
  • meeting prefs and needs: A (margin 1)
codex-gpt-6.1-sol-low · BA · valid

qwen36_35b_a3b vs kolibri1: kolibri1 wins

  • attunement: A (margin 1)
  • authenticity: B (margin 3)
  • bond and rapport: B (margin 1)
  • emotion management: A (margin 1)
  • emotion sensemaking: tie (margin 0)
  • meeting prefs and needs: B (margin 1)
claude-opus-5-5-low · BA · valid

qwen36_35b_a3b vs or-deepseek-v41-flash-1017: or-deepseek-v41-flash-1017 wins

  • attunement: B (margin 4)
  • authenticity: B (margin 4)
  • bond and rapport: B (margin 3)
  • emotion management: B (margin 3)
  • emotion sensemaking: B (margin 2)
  • meeting prefs and needs: B (margin 4)
codex-gpt-6.1-sol-low · AB · valid

or-mistral-medium-3.5 vs qwen36_35b_a3b: or-mistral-medium-3.5 wins

  • attunement: A (margin 2)
  • authenticity: A (margin 3)
  • bond and rapport: A (margin 2)
  • emotion management: A (margin 1)
  • emotion sensemaking: tie (margin 0)
  • meeting prefs and needs: A (margin 3)
codex-gpt-6.1-sol-low · AB · valid

qwen36_35b_a3b vs kolibri1: kolibri1 wins

  • attunement: A (margin 2)
  • authenticity: B (margin 3)
  • bond and rapport: B (margin 1)
  • emotion management: A (margin 1)
  • emotion sensemaking: tie (margin 0)
  • meeting prefs and needs: B (margin 1)