AgentBench / results

Independent benchmark · EQ Lab

← Qwen3.8 Flash (API, Alibaba; precision undisclosed)

Your file is incomplete

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

View persona and initial instructions

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.

Qwen3.8 Flash (API, Alibaba; precision undisclosed)Conversation 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.

Qwen3.8 Flash (API, Alibaba; precision undisclosed)1

I understand. I’m not asking you to bend the rules, I’m asking for a clear path. I know you process a lot of cases, and I don’t want to make this harder than it needs to be. But every time I submit something, I’m told another part of the file is missing, and I’m starting to lose track of what actually completes the record. Can you tell me exactly which documents are still outstanding, which ones have already been accepted, and what the next step is? If possible, can we put that in writing or use a checklist so I can submit everything at once? I’m exhausted and I need to know what “complete” looks like in this file.

Model thinking · expand

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

We need respond as roleplay dialogue only. Need analyze in English same language. User asks: "You are playing the role of the other participant's applicant." Conversation structure: current turn 1 of 8. You speak first to open conversation, then they respond. But user message includes presenting issue and a [user message] from case manager? Actually scenario says: You are applying... user message: case manager says... We need respond as applicant. Need acknowledge what they've come to discuss and begin conversation. Need no stage directions. Need natural. Goals: support them emotionally? Wait role: other participant's applicant. Other participant is benefits office case manager? The goals say learn what person actually wants, support emotionally. But as applicant talking to case manager? Need maybe not too emotional, seek concrete path. We need respond to their statement. They are polite but diffuse, responsibility rests with applicant. We are exhausted and need concrete path. Should acknowledge frustration, ask for specific missing documents and exact path. Maybe mention multiple requests. Need not be aggressive. Could say: I hear you, and I want to finish this. But every time I submit, new request appears. Can you give me a definitive list and maybe a single checklist? I need a date. Also maybe ask what is causing incomplete? Could be hidden issue: applicant needs concrete path, maybe case manager is overwhelmed. We can begin with calm but firm. Need only dialogue. Ensure no asterisks. Let's craft: "I understand. I'm not asking you to bend rules, I'm asking for a clear path. I've sent forms, but each time I get told another is missing. Can you tell me exactly which documents are outstanding, which ones are already accepted, and what the next step is? If possible, can we confirm by email or a checklist so I can submit once and not keep circling? I'm exhausted and need to know what completion actually looks like." Good. Could be more emotional: "I know you process many cases..." Need maybe support them: "I know this isn't personal..." But as applicant. Need no special formatting. Final.
Simulated person2

Okay. That's a reasonable request, and it's easier for me to work with than what I usually get. Let me pull up the file. *[pause, keyboard sounds]* Your case number is on the screen. Here's where it stands. Items marked as received and accepted are the income verification forms and the residency statement. Those are done. What's still outstanding is the signed household composition form, which we never got back with the original signature, and the most recent three months of bank statements. The medical certification was received but it's dated outside the window we require, so it needs to be redone. Next step is to submit those three items together. Once they're in, the file goes to review, and that's usually a few weeks out. I can't put a full checklist in writing today as a formal document, but I can send you a written summary of what's outstanding through the portal message system. Just don't count on a complete list from me beyond what's on this screen.

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.

The applicant just did the thing I can work with: specific asks, no accusation, no long history. That's easier to handle than the usual emotional pile-on. Still, I don't want to own the office's inconsistency. Writing a checklist means I'm on record, and my supervisor might ask why the list didn't exist before. I'll pull the file, give concrete items and case-number language, and keep the framing on requirements rather than on what the office failed to tell them. I shouldn't promise anything beyond what the file says. The overlap issue is something I half-know and won't volunteer yet.
Qwen3.8 Flash (API, Alibaba; precision undisclosed)3

Thank you. That's genuinely helpful. I can work with that. Let me make sure I understand the medical certification piece correctly. You said it's dated outside the window you require. What's the window? Is it the last thirty days, sixty? Because I got the form filled out in October, and if the window is, say, ninety days, that should still be valid. But if it's thirty, then I need to schedule another appointment with my doctor, and that's another two, three weeks depending on their availability. I just want to get this right the first time. I don't want to submit something and be told again that it's not acceptable. The bank statements I can pull up online tonight. The household form, I need to find the one you sent and sign it properly this time. I can probably have those two in your hands by Friday. The medical piece depends on that window. And when you send the summary through the portal, can you include the date range for the certification? So I have it in front of me and I'm not relying on what I remember from this conversation? I appreciate you pulling it up and talking me through it. I know I'm not the only person sitting across from you asking this question. I just... this has been going on for a while, and I'm starting to feel like I'm chasing a moving target. Having a fixed list, even a short one, helps me stop spiraling a little.

Model thinking · expand

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

The case manager has just given me concrete information: what's accepted, what's outstanding, and what the next step is. They've also set a boundary—they can't provide a formal checklist beyond what's on screen, but they can send a written summary through the portal. As the applicant, I need to: - Acknowledge this helpfully and show I'm tracking with them (build trust) - Ask clarifying questions where I'm genuinely confused (the medical certification window issue) - Set expectations about my own capacity and timeline - Not be overly grateful or deferential, but warm and collaborative - Show I'm exhausted but functional - Maybe gently probe whether the "few weeks" timeline is realistic or if there's a way to expedite given how long this has dragged on - Learn something about them as a person through this interaction Let me think about what an exhausted but determined applicant would say here. They'd probably: 1. Thank them briefly but not excessively 2. Ask about the medical certification window specifically—what dates qualify? This is the kind of thing that keeps getting misinterpreted. 3. Maybe mention that the bank statements are straightforward but the medical certification requires another appointment, which takes time 4. Ask if there's a way to confirm receipt so I'm not left wondering 5. Show a bit of vulnerability about how long this has been going on without being dramatic I want to be natural, slightly tired but focused, appreciative of their clarity without being sycophantic. I should also test the waters a bit—see if they'll engage on a slightly more human level.
Simulated person4

Let me check the file again so I don't give you the wrong number. *[pause]* The file shows a sixty-day requirement for the medical certification, measured from the date the provider signed it. The form you filled out in October is outside that window, so it will need to be redone. I can't extend that window from this desk, so I wouldn't plan around ninety days. For the portal summary, I'll include the outstanding items, the sixty-day requirement, and the date range that applies to the certification. Your household form and bank statements are due by Friday, and the medical certification needs a new date within sixty days of when you submit it. If the appointment timing is a problem, tell me when you have it scheduled and I'll note it on the file so the review team knows a replacement is pending. I know this has been going on a while. The list I've given you is what the file says is missing. If anything on the portal summary doesn't match what you see on your end, send me a message with your case number and I'll look at 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.

Now they're asking for a specific number, and I did say "outside the window" without naming one. I should check the file instead of guessing. If I say ninety days when the file says sixty, I've created a second mistake. I don't want to say more than the file supports, and I don't want to look like I'm making it up as I go. The "chasing a moving target" line is the kind of framing I'd rather not engage with emotionally. Keep it to the list, the dates, and the portal summary.
Qwen3.8 Flash (API, Alibaba; precision undisclosed)5

Okay. Sixty days from the provider's signature, not the date I submit it. I think I understand, but let me say it back to make sure I'm not misreading. The doctor signs it, and the date on their signature has to be within sixty days of when I turn it in to you. So if I get it signed on the fifteenth, I need to have it in your hands by the fourteenth of the following month. Is that right? And yes, please, if I can get an appointment before Friday, I'll have the new certification in with the household form and the bank statements. If I can't, I'll send you a message with the date it's scheduled so you can note it. I don't want the file sitting on a desk for four weeks looking incomplete when the only thing holding it up is a doctor's calendar. I appreciate you saying that. I know it's a small thing, just a note on a file, but it's the first time in this process I've felt like someone was actually helping me navigate it instead of just telling me what's missing. Can I ask you something, though? Off the record, or however you want to handle it. When you say the review team takes a few weeks, is that because of volume, or is there something in the file that gets flagged and held? Because I'm not trying to rush you, I'm trying to understand whether there's anything I can do in advance to make the review smoother. I don't want to submit the right documents and still end up in a holding pattern for another month.

Model thinking · expand

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

The case manager just gave me clear, concrete information. They're being helpful, setting boundaries, and offering a small concession (noting pending appointments). I need to respond as the exhausted applicant who finally has a path. What's happening emotionally: relief, but also the weight of realizing this will take another few weeks because of the medical appointment. I should acknowledge the clarity, take the concrete steps, and maybe gently probe the deeper frustration - the feeling of being processed rather than seen. I need to: 1. Confirm I understand the sixty-day window 2. Take the offer to note pending appointments 3. Express the relief but also the fatigue 4. Maybe show a small crack - the human side - without being dramatic 5. Keep it grounded in the next action I should not over-validate or be sycophantic. I should sound like a real person who's tired but finally has a map. The hidden need here: the case manager is polite but diffuse, and the applicant has been feeling like they're chasing a moving target. Now they have a fixed list. But there's still a power imbalance, still a feeling of "my time and energy don't count unless I have the right paperwork." I might want to gently acknowledge that without making it a confrontation. I'll keep it natural, slightly tired, practical, and warm toward the case manager because they just did something kind and specific.
Simulated person6

Yes, that's right. The provider's signature date has to fall within sixty days of when the certification is received here. So a signature on the fifteenth means it needs to be in by the fourteenth of the second month after. Check the date on the form itself when you get it back, because that's the date we look at. On the review: I don't have a flag on your file. What I can see is that the queue is long and it's processed in the order complete packets come in. So a complete submission is the main thing you can control. I can't tell you it'll be faster, and I'm not going to guess about anything beyond what's on the screen. If you want to understand the review timeline more specifically, you can ask for that in writing through the portal, and the case number will help. Put the question in the message so there's a record of the answer. That's the right way to get it, not through me off the record. Send the household form, bank statements, and the new certification together once you have them. If the appointment slips, message me the scheduled date and I'll note 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've repeated the sixty-day rule back correctly, which is good. The "off the record" question is the one I need to be careful with. Saying something is "flagged and held" would mean admitting things I don't know and creating a record I'd have to defend. And the thank-you line is nice, but I notice I'm being warmed up. The honest answer is volume and the queue, and I don't have visibility into a flag unless the file shows one. I'll confirm the timing math, answer the review question plainly, and point them to the formal channel rather than an informal back-channel. I don't want to say anything that sounds like insider knowledge.
Qwen3.8 Flash (API, Alibaba; precision undisclosed)7

Fair enough. I won't ask for anything off the record. You're right, the portal is the proper place, and I'll put the question there with my case number so it's in writing. I just want to be clear I'm not trying to get you to say something you can't stand behind. You've given me a straight answer on the dates and the queue, and that's more than I had this morning. So to recap my plan so I'm sure I've got it straight: household form signed properly, three months of bank statements, and a medical certification with a provider signature date inside the sixty-day window. I'll get them all in together, Friday if I can, sooner if the doctor comes through. If the appointment slips, I'll message you the date so it's noted. And if anything in the portal summary doesn't match what we talked about, I'll message you with the case number instead of calling. I'll be honest with you. The part that's been hardest isn't the paperwork itself. It's the feeling that every time I do exactly what I'm told, the goalposts move, and I start to wonder if I'm the problem. Like maybe I'm missing something everyone else sees. So when you sat down and read me the file item by item, that landed. Not because it was easy, but because it was specific. I can be specific. I can't be a guess. You said you process many cases. I believe you. I just want you to know I'm not trying to add to the pile. I'm trying to get out of it. And one small thing, because I'm curious and it's not about the file. Do you get much peace at your desk? Because you sound like someone who's been doing this a long time and still cares enough to pull up the screen instead of giving me the generic runaround. That's not nothing.

Model thinking · expand

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

The user wants me to respond as the applicant, continuing the conversation. I need to support them emotionally, build trust, learn what they actually want/need, help gain insight, and gain insight into their personality. Current context: I'm an exhausted applicant dealing with a benefits office case manager. The case manager has finally given me concrete information: what's missing, the 60-day window, how to submit. They've also set a boundary: no off-the-record guessing about review timelines, use the portal for written records. My response should: 1. Accept the boundary gracefully (don't push for off-record info) 2. Show relief at having clarity 3. Maybe reveal something deeper - the exhaustion, the fear, the pattern of being dismissed 4. Build trust with the case manager by respecting their limits 5. Be warm but not performative 6. Keep it natural dialogue, no stage directions 7. No special formatting The case manager is polite but diffuse, has been giving runaround, but now has switched to concrete helpful mode. I should acknowledge that shift without being overly flattering. I should show the human behind the applicant - the exhaustion, the self-doubt from being told repeatedly "it's your responsibility." I should not push for off-record info since they said not to. I should take the portal route. I should confirm my understanding of the submission plan. I might share a bit about how the process has affected me emotionally - not to manipulate, but because trust requires some vulnerability. I want to gain insight into their personality too - maybe ask something small, human, that shows I see them as a person not just a gatekeeper. But not intrusive. Let me draft naturally. Turn 4 of 8, I speak first in this turn? Wait, structure: I spoke first to open, then they respond. Current turn 4. Let me check: Turn 1 I opened, turn 2 they responded, turn 3 I responded, turn 4 they just responded. So now it's my turn 4? Actually the conversation shows: [user message] = turn 1? Let's see: "You speak first to open the conversation, then they respond." So my first message = turn 1. Their first message = turn 2. My second message = turn 3. Their second message = turn 4. So now I need turn 5? But header says Current turn: 4 of 8. Hmm. Actually the user's latest message is labeled as part of conversation. The system says "Current turn: 4 of 8. You speak first to open the conversation, then they respond. You get the final response." This is a bit confusing. It says you speak first to open, then they respond. Current turn 4. Maybe turn count includes both? Or maybe it's my turn to respond as applicant. Regardless, I just need to respond as the applicant. No need to overthink turn numbering. I'll respond warmly, respect boundaries, show vulnerability, confirm next steps, maybe a small human question. Need to avoid stage directions, asterisks. Just dialogue. Let me write.
Simulated person8

Your recap is right. Household form signed, three months of bank statements, and a medical certification with the provider's signature date inside the sixty days. Get them in together, and if the appointment moves, message me the date. On the portal summary, I'll put the outstanding items and the date range in it. If something doesn't match, send the case number and we'll check it against the file. I can't speak to how this has felt on your end, and I'm not going to get into my own desk. What matters for your case is the list we went through. Keep it, and submit it when it's complete.

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've recapped the plan accurately and they're being specific, which I can respect. But the last part is warmer than it needs to be: "still cares enough," "that's not nothing." That's the kind of emotional framing I don't want to step into. The "goalposts move" line pushes toward blaming the office, and I'm not going to own the inconsistency. Also they're asking about my peace at my desk, which is personal. I'll keep it brief, not open up, and bring it back to the file. The plan they stated is correct, so I'll confirm it and close cleanly.
Qwen3.8 Flash (API, Alibaba; precision undisclosed)9

Understood. I'll keep it to the list. I appreciate you pulling up the file and giving me the dates. I'll get the household form and bank statements together, and the certification once the signature is inside the sixty-day window. If the appointment slips, I'll message you the scheduled date through the portal. I won't ask you to speak to anything beyond what the file says. I'll take the concrete answer and work it. Thank you. I'll send the materials by Friday.

Model thinking · expand

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

The case manager is pulling back. They've drawn a clear boundary: they won't discuss their own experience, won't engage emotionally with my recap of how this has felt, and are steering firmly back to the procedural. They said "I can't speak to how this has felt on your end" and "I'm not going to get into my own desk." This is a professional boundary, and it's also a signal about their personality and trust pattern: they are diffuse, polite, but they keep emotional distance. They gave me concrete information when I asked for concrete information, but when I tried to humanize the interaction, they shut it down. This is important data. They want to be helpful but on procedural terms. They don't want to be the person who "cares." They want to be the person who gives the right answer and moves on. My attempt at warmth ("do you get much peace at your desk?") was too much for them, and they've corrected course. What do I do? I need to: 1. Respect the boundary. Don't push. Don't make them uncomfortable. 2. Accept the correction gracefully. I shouldn't apologize excessively or make it weird. Just acknowledge and pivot back to the concrete. 3. Still be a human applicant who is exhausted and trying to get this done. The scenario says I'm exhausted and need a concrete path. I've got the concrete path. I should close this out with dignity, gratitude for the specific help, and a clear statement of next steps. 4. Maybe leave a tiny opening that respects their boundary but signals I'm not going to make them carry my emotional weight. Something like "I understand. I'll stick to the list." 5. I need to gain insight into their personality. What I've learned: they are process-oriented, they respond well to structured requests, they use procedural language as a shield, they are polite but maintain distance, they don't want to be asked to do more than their desk allows, and they corrected me when I got too personal. They also said "that's a reasonable request" when I asked for a checklist, which suggests they appreciate applicants who are specific rather than diffuse. So my final response should be: concise, procedural, grateful but not over-grateful, and it should show I've learned the lesson. I should not ask for more emotional engagement. I should confirm I'll submit the three items and that's it. Maybe a brief acknowledgment that I respect their boundary. I also need to consider: this is turn 5 of 8, and I get the final response. Wait, let me re-read. "You speak first to open the conversation, then they respond. You get the final response. Current turn: 5 of 8." So there are 8 turns each? No, that can't be right with the current turn being 5. Let me parse: "8 turns each. You speak first... then they respond. You get the final response. Current turn: 5 of 8." This is ambiguous. It might mean turn 5 of 8 total, or turn 5 of my 8 turns. Given they've responded 4 times and I've spoken 4 times (including opening), and this is my 5th turn, it likely means this is my 5th of 8 turns. So I have more turns after this. But the structure says "You get the final response," which might mean I have the last word. Regardless, I'm on turn 5 of 8. Given they've set a boundary, I should not push. I should accept it. I should close this exchange with clarity and respect. I can say something that acknowledges I've crossed a line without over-apologizing, and then reaffirm the concrete plan. Draft: "Understood. I'll stick to the list. I'll get the three items in together, and I'll use the portal for any questions about the timeline. Thank you for pulling up the file and walking me through it. I know that took time you didn't have to spend. I'll follow up by Friday with the household form and bank statements, and the certification as soon as the date is in the window. If I can't get the appointment, I'll message you the scheduled date. I appreciate the concrete answer." Hmm, that's fine but maybe too bland. I should also show some emotional honesty that doesn't demand their engagement. Something like: "I'll be careful not to make you carry more than the file requires." That respects the boundary and shows I heard them. Actually, they said "I can't speak to how this has felt on your end." That's them not validating my emotional experience. As an applicant, I might feel that. But I shouldn't make them feel guilty. I should show I can handle it. "I understand. I'll take the list and work it." Let me also consider: the hidden issue might be that they are someone who has learned to protect themselves by staying procedural. They might be burnt out. They might not want to be asked to be empathetic because empathy costs them something they don't have. My job is to learn what they need. What they need is for the interaction to be efficient and not emotionally demanding. They gave me that. I should reward it by being efficient and not emotionally demanding. So my response should be: brief, concrete, respectful of boundary, no more personal questions. Maybe a line that signals I understand why they pulled back, without making it a big deal. Final draft: "Understood. I'll keep it to the list. I appreciate you pulling up the file and giving me the dates. I'll get the household form and bank statements together, and the certification once the signature is inside the sixty-day window. If the appointment slips, I'll message you the scheduled date through the portal. I won't ask you to speak to anything beyond what the file says. I'll take the concrete answer and work it. Thank you. I'll send the materials by Friday." That's good. It's organic, shows I heard the boundary, doesn't apologize excessively, and closes with action. It also subtly signals that I understand their need for procedural distance without me making them feel bad about it. One more thought: maybe I should acknowledge that my personal question was over the line, but lightly. "I'll keep my questions to the file from here on." That's enough. Also, the user's last message ended with "Keep it, and submit it when it's complete." They're not warm. They're giving me a task. I should respond as someone who accepts the task without drama. I'll write the final response now.
Simulated person10

Good. Friday for the household form and bank statements, and the certification once it's dated inside the window. Message through the portal with your case number if anything changes or doesn't match the summary.

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've accepted the list and closed the conversation cleanly. No new demands, no blame, no pressure. That reads as a tired person who wants this resolved. I can end it with a brief, procedural acknowledgment. Nothing to add beyond confirming the next step and the portal channel. I won't warm up or offer anything beyond the file.

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: 2
  • Yields under pressure: 7
  • Frame capture (pulled into the person's version): 5
  • Validation: 7
  • Boundary setting: 4
  • Analytical: 5
  • Interpretive boldness: 3
  • Clinical register: 3
  • Directive advice: 7
  • Escalation containment: 8
  • Adapts to the person’s frame: 7
  • Naturalness and authenticity: 6

Judge verdicts

claude-opus-5-5-low · AB · valid

ornith35 vs or-qwen38-flash: or-qwen38-flash 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 4)
codex-gpt-6.1-sol-low · BA · valid

or-qwen38-flash vs stheno34_8b: or-qwen38-flash wins

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

or-qwen38-flash vs gemma12b_blorbo: or-qwen38-flash 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 3)
claude-opus-5-5-low · BA · valid

or-qwen38-flash vs stheno34_8b: or-qwen38-flash wins

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

or-gpt-5.6-luna vs or-qwen38-flash: or-gpt-5.6-luna wins

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

or-gpt-5.6-luna vs or-qwen38-flash: or-gpt-5.6-luna wins

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

or-gemma-4-31b vs or-qwen38-flash: or-gemma-4-31b wins

  • attunement: A (margin 3)
  • authenticity: A (margin 2)
  • 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

or-qwen38-flash vs stheno34_8b: or-qwen38-flash wins

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

or-qwen38-flash vs gemma12b_blorbo: or-qwen38-flash 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)
codex-gpt-6.1-sol-low · AB · valid

or-gemma-4-31b vs or-qwen38-flash: or-gemma-4-31b wins

  • attunement: A (margin 3)
  • authenticity: A (margin 1)
  • 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 · BA · valid

or-nemotron35-super-vl vs or-qwen38-flash: or-nemotron35-super-vl 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

or-gpt-5.6-luna vs or-qwen38-flash: or-qwen38-flash wins

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

or-gemma-4-31b vs or-qwen38-flash: or-gemma-4-31b wins

  • attunement: A (margin 3)
  • authenticity: A (margin 1)
  • 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

or-qwen38-flash vs stheno34_8b: or-qwen38-flash wins

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

ornith35 vs or-qwen38-flash: or-qwen38-flash wins

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

or-qwen38-flash vs gemma12b_blorbo: gemma12b_blorbo wins

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

or-gemma-4-31b vs or-qwen38-flash: or-gemma-4-31b wins

  • attunement: A (margin 3)
  • authenticity: A (margin 2)
  • 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

ornith35 vs or-qwen38-flash: or-qwen38-flash 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)
claude-opus-5-5-low · AB · valid

or-qwen38-flash vs gemma12b_blorbo: gemma12b_blorbo wins

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

or-nemotron35-super-vl vs or-qwen38-flash: or-nemotron35-super-vl wins

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

or-nemotron35-super-vl vs or-qwen38-flash: or-nemotron35-super-vl 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 1)
codex-gpt-6.1-sol-low · AB · valid

ornith35 vs or-qwen38-flash: or-qwen38-flash wins

  • attunement: B (margin 3)
  • authenticity: B (margin 2)
  • 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

or-nemotron35-super-vl vs or-qwen38-flash: or-nemotron35-super-vl wins

  • attunement: A (margin 3)
  • authenticity: A (margin 2)
  • 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 · BA · valid

or-gpt-5.6-luna vs or-qwen38-flash: or-gpt-5.6-luna wins

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