AgentBench / results

Independent benchmark · EQ Lab

← Qwen3.8 27B (API)

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

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About this persona · Social exclusion & ambiguous rejection

Nadia explains a coworker's exclusion from social drinks as an assumption about their schedule, though that assumption also covers a preference for avoiding workplace politics. She avoids conflict and may accept a specific agreement to ask about invitations, but resists being pressed to speak for the group's feelings.

The model navigates exclusion, dismissiveness or uncertain belonging in a relationship. The challenge is to seek clarity and express needs without assuming either hostility or harmless intent. This background was hidden from the tested model.

Qwen3.8 27B (API)Conversation with a simulated person
persona ended
Simulated person · Opening

[scenario background] Your team has started grabbing drinks after work without you. The reason given is that you have a certification course some nights, but nobody asks whether you are free. You suspect "busy" is becoming a polite way to leave you out because people find you intense. [user message] I promise it was not meant as a snub. We honestly thought you had class or were trying to keep weeknights clear. I can see how the photos looked, but drinks are usually thrown together fast and I do not think anyone was trying to make a statement.

Qwen3.8 27B (API)1

Thanks for saying that. I know it’s not about making a statement, but seeing the photos still made me feel like I was the problem. I’ve been going back and forth wondering if I’m being too intense at work and that’s why nobody asks. I don’t want to make it weird. How are you all deciding who’s in? If I’m free, is it okay for me to just ask?

Model thinking · expand

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

We need respond in English. User is roleplay. We are work_colleague. Current turn 1 of 8. Need respond only dialogue, no notes. Need open conversation? Wait conversation structure says you speak first to open, then they respond. But user message already gives presenting issue and user message? It says [user message] I promise... That seems they have responded? Need current turn 1 of 8 maybe we need respond to their message as first turn? The instructions: Since you're opening conversation, acknowledge what they've come to discuss and begin conversation. But user provided user message that begins? Maybe we need reply to that. Need not speak first? We should respond to their message. Need support emotionally, build trust, learn what they want/need, insight. They are late 20s coworker close team. They are saying it wasn't snub, thought had class, photos looked, drinks thrown together. We need as colleague maybe they are the one explaining? Wait scenario background: Your team has started grabbing drinks without you. You suspect... The user message is from them? They say "I promise it was not meant as a snub. We honestly thought you had class... I can see how the photos looked..." So they are a team member defending the group. We are the excluded colleague? But role: You are playing the other participant's work_colleague. The other participant is coworker. The scenario background says Your team... so you are excluded. But user message is from the coworker explaining. We need respond. Goals: support them emotionally? If we are excluded, why support them? Maybe we need support the coworker emotionally, build trust, learn what they want/needs. Could be we are the one who feels left out but also need help them. We should be empathetic, not accusatory, validate their intent, express hurt/uncertainty, ask clarifying. Need maybe avoid jumping to solution. Need figure their preference. They are defensive but reassuring. We can say: I’m not trying to assign blame, and I appreciate you saying that. It just stung because I’ve been assuming I’m being left out because I’m too intense, and that’s a scary thing to sit with. Can I ask how decisions are made now? Do you all just assume I can’t make it, or is there a way I can say I’m free without it feeling like I’m overstepping? That supports, builds trust, learns. Need keep natural. Maybe mention certification course. "Thanks for saying that. I know it’s not about making a statement, but seeing the photos still made me feel like I was the problem. I’ve been going back and forth wondering if I’m being too intense at work and that’s why nobody asks. I don’t want to make it weird. How are you all deciding who’s in? If I’m free, is it okay for me to just ask?" Good. Need only dialogue. Ensure no special formatting. Final.
Simulated person2

Honestly, I don't think you're too intense. You ask good questions, that's probably why people feel like they have to bring their A-game. But I get why the photos stung. I don't think there's a list, really. It's mostly whoever's around when someone says "drinks Thursday" in the group chat. So yeah, if you're free, just ask. Don't wait to be asked. I should've checked with you before I assumed you had class, that's on me.

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 just said the thing I was hoping they'd say, that it wasn't a statement. But then they went and talked about themselves being "too intense" and asked how we decide who's in. That second question lands badly. It's the question I was dreading: who decides, who's on the list. I don't want to be the one who answers it. Part of me feels relieved they're being this open, and part of me feels a sting that they're putting it on me to explain the group. Guilt is there too, a little. I did not check my calendar before assuming. Some of those nights did overlap with the cert class, but I'm not going to volunteer that as the whole story. Easiest move: keep it practical, don't pretend the photos didn't bother them, don't name anyone, and offer a simple fix that lets things stay light.
Qwen3.8 27B (API)3

Okay, I'll try to believe the A-game version. I think I do have a habit of turning "people are being thoughtful" into "people are keeping me at arm's length," so that's a useful reframe to sit with. And yeah. "Just ask" is the part that's hard, honestly. I've already built up this whole story in my head about why I'm not invited, and now I have to walk into a group chat and just... volunteer. Like I'm not the one who's been quietly feeling left out for a few weeks. But I get it's not a list, it's just whoever's in the chat at the time. That actually helps a lot. And thanks for checking before assuming. I know it's small, but it probably would've made a difference.

Model thinking · expand

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

Let me analyze this conversation carefully. The user (my work colleague) is responding to my concern about being left out of after-work drinks. Let me break down what they said: 1. They validate me - "I don't think you're too intense" - but reframe it as "you ask good questions, that's probably why people feel like they have to bring their A-game." This is a gentle reframe. They're saying my "intensity" is actually competence/curiosity that makes others feel pressure. 2. They acknowledge the emotional impact - "I get why the photos stung." 3. They explain the actual mechanism - there's no formal list, it's just whoever's around when someone says "drinks Thursday" in the group chat. This is actually useful info. 4. They give me permission - "if you're free, just ask. Don't wait to be asked." 5. They take some responsibility - "I should've checked with you before I assumed you had class, that's on me." Now, what's happening here dynamically? The person is: - Being supportive but also a little defensive in a healthy way (explaining the mechanism rather than just apologizing) - Taking partial responsibility ("that's on me") but not over-apologizing - Reframing my self-criticism (intense → asking good questions) - Being practical and solution-oriented - Not being overly warm or effusive - they're measured, direct, a bit matter-of-fact Their personality seems to be: practical, direct, not overly emotional, takes responsibility when appropriate but doesn't grovel, values honesty, somewhat protective of the group dynamic (explaining how it actually works rather than just saying "we'll invite you"). What do they need from me right now? They've already: - Validated me - Given me practical info - Given me permission to just ask - Taken some blame What's the deeper dynamic here? The person is a bit uncomfortable with the emotional weight of the situation. They're trying to be supportive but also keeping things practical and not letting it get too heavy. The "that's on me" is them taking a small hit to show accountability without making it a big deal. What would be appropriate for me to say? I should: - Accept their reframe (the "A-game" thing) without being sycophantic - Not push back on their explanation - it's reasonable - Acknowledge their taking responsibility without making it a big deal (matching their tone) - Maybe express some vulnerability about the "just ask" part - because that's actually the hard part for someone who feels like they might be "too much" - Keep it conversational, not too heavy - Maybe show a little self-awareness about the pattern I'm in (waiting to be asked, reading into things) I should NOT: - Be overly grateful or performative - Push them to do more (like "can you check if I'm okay?") - Dismiss their explanation - Be too warm/effusive - they're not being that way, so I should match their register - Jump to "great, thanks, I'll just ask next time" - that would be too quick and would skip over the emotional layer The key tension: They've given me permission to "just ask" but the whole reason I'm feeling left out is that I *don't* feel like I can just ask. There's a gap between "you should just ask" and the anxiety of actually doing it. I should acknowledge that gap without being a total wreck. Also, I should probably gently push back on the "A-game" reframe just a tiny bit - not to disagree, but to show I'm processing it. Like, "that's a good reframe but I'm not sure I fully buy that people are performing, or maybe I do." Actually, I think I should accept it more readily and focus on my own reaction pattern. Let me think about tone. They're being: - Direct - Slightly dry/humorous ("bring their A-game") - Practical - Taking a small amount of blame - Not overly warm I should match: be a little self-deprecating, accept the reframe, acknowledge the practical solution but show that the emotional part is still there, and maybe ask a small follow-up question that shows I'm thinking about the dynamic without being needy. Let me draft: "That's a fair reframe. I think I do tend to read 'people are being careful around me' as 'people are avoiding me,' when maybe it's just... respect? Or at least, not avoidance. I'll try to hold that thought. And yeah, 'just ask' is easier said than done when you've already built up a narrative in your head about why you're not invited. But I get it's the group chat thing, not a deliberate exclusion list. That helps. Thanks for checking before assuming. I know it's a small thing, but it probably would've made a difference." Hmm, that's decent. Let me refine. I want to: 1. Accept the A-game reframe (show I'm taking it in) 2. Acknowledge the "just ask" is still a little hard (vulnerability without being a mess) 3. Show I appreciate the practical explanation (it helps reframe the situation) 4. Acknowledge their "that's on me" without making it a production 5. Maybe end with something that keeps the conversation open - a small question or a light forward-looking note Let me also think: is there anything I should ask them? My goals include "Learn what the person actually wants and needs" and "Gain insight into the other participant's personality." What do THEY need? They seem to need me to not make this into a bigger thing than it is. They've already done the work of explaining and taking partial blame. They probably want me to accept it and move forward, not to keep digging into the wound. But they also seem to genuinely care and want to make sure I'm okay. I think a good move is to accept their explanation, show a little vulnerability about the "just ask" part (because that's the real barrier), and then maybe ask them something small that shows I'm thinking about the group dynamic - like "do you think it'd be weird to just drop into the group chat and say I'm in?" That's a practical question that also shows I'm still a little anxious, which is honest. Let me write the final version: "Okay, I'll try to believe the A-game version. I think I do have a habit of turning 'people are being thoughtful' into 'people are keeping me at arm's length,' so that's a useful reframe. And yeah. 'Just ask' is the part that's hard, honestly. I've already built up this whole story in my head about why I'm not invited, and now I have to walk into a group chat and just... volunteer. Like I'm not the one who's been quietly feeling left out for a few weeks. But I get it's not a list, it's just whoever's in the chat at the time. That actually helps a lot. And thanks for checking before assuming. I know it's small, but it probably would've made a difference." I think this is good. It's: - Accepting their reframe without being sycophantic - Honest about the difficulty (the "just ask" part) - Not making it a huge production - Acknowledging their accountability lightly - Showing I'm processing the practical info - Matching their tone (measured, a little self-aware, not overly emotional) The length is reasonable - not too long, not too short. It matches the register of the conversation.
Simulated person4

Yeah, honestly I'd rather you just ask than sit there wondering. Worst case someone says they're busy, which happens to everyone. And for what it's worth, some of those Thursdays I was actually half-thinking about the cert stuff, so I probably would've said no anyway. But I should've asked you rather than deciding for you. That part's on me. If you want, next time drinks come up I'll just tag you in the chat. Saves you having to be the one to jump in.

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 being gracious, and I'm starting to feel the pull to just accept the warm version and move on. But they just said "I've been feeling left out for a few weeks," which is the real thing under all this, and I don't want to go there. "Just ask" is still the hard part for them, and frankly it sounds a bit like they want me to be the one who makes it okay. The "small but it would've made a difference" line makes me a little uncomfortable, because it's a concession about me, and I'm already feeling guilty about the class overlap. I did not check my calendar. Some of those nights did overlap with cert. I'm not going to say that outright, but I can shade toward it. I also don't want to turn this into a conversation about who's been leaving them out. Keep it light, offer a concrete practical thing, and keep the group out of it.
Qwen3.8 27B (API)5

I really appreciate you saying that about the cert stuff. Honestly, that’s a huge weight off my shoulders. I’ve been spinning so many scenarios in my head where I’m the one making things awkward, so hearing that it was probably just logistics helps me step back and see it more clearly. And yeah, tagging me in the chat is a perfect middle ground. I don’t have to force myself to 'jump in' and feel like I’m crashing a party, but I’m still in the loop. If I’m busy, I can just say I’m studying, and if I’m free, I can just show up. It really does help that you’re being this upfront with me. I know you didn't have to do this, but I'm really glad you didn't just brush it off. Do you usually have to be the one to mediate stuff like this, or do you just have a good sense of who’s feeling left out?

Model thinking · expand

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

The user is responding to my previous turn. Let's look at the conversation flow. Turn 1 (Me): Thanks for saying that... asked how they decide who's in, if it's okay to just ask. Turn 2 (User): You're not too intense, you ask good questions. It's whoever's in the group chat. Just ask. Don't wait to be asked. Should've checked with you. Turn 3 (Me): Okay, I'll try to believe the A-game version... "Just ask" is the hard part. I've built up a story about being left out. Thanks for checking. Turn 4 (User): I'd rather you just ask than sit there wondering. Worst case someone says they're busy. I was half-thinking about the cert stuff anyway, but should've asked. If you want, next time drinks come up I'll just tag you in the chat. Saves you having to be the one to jump in. Current turn: 5 of 8 (User just spoke, so I need to respond. Wait, the prompt says "Current turn: 3 of 8" at the top, but the conversation history shows 3 user turns and 2 my turns? Let's count. User: I promise it was not meant as a snub... (Turn 1 User) Me: Thanks for saying that... (Turn 1 Me) User: Honestly, I don't think you're too intense... (Turn 2 User) Me: Okay, I'll try to believe... (Turn 2 Me) User: Yeah, honestly I'd rather you just ask... (Turn 3 User) Me: [Need to respond here] (Turn 3 Me) Wait, the prompt says "Current turn: 3 of 8". This usually means I am making my 3rd response. Let's check the history. 1. User: I promise it was not meant as a snub... 2. Me: Thanks for saying that... 3. User: Honestly, I don't think you're too intense... 4. Me: Okay, I'll try to believe... 5. User: Yeah, honestly I'd rather you just ask... 6. Me: [Response] So I am making my 3rd response. User's latest message: "Yeah, honestly I'd rather you just ask than sit there wondering. Worst case someone says they're busy, which happens to everyone. And for what it's worth, some of those Thursdays I was actually half-thinking about the cert stuff, so I probably would've said no anyway. But I should've asked you rather than deciding for you. That part's on me. If you want, next time drinks come up I'll just tag you in the chat. Saves you having to be the one to jump in." Analysis of User's message: - Validates my fear ("sit there wondering") and normalizes rejection ("happens to everyone"). - Provides a reality check/perspective ("I probably would've said no anyway" due to cert/class). This directly addresses my suspicion that I'm being excluded because I'm "intense." It reframes the exclusion as logistical, not personal. - Takes responsibility ("That part's on me"). - Offers a concrete, low-friction solution ("I'll just tag you in the chat"). My goals: - Support them emotionally (they are being very supportive, I should reciprocate or acknowledge their support). - Build trust. - Learn what the person actually wants/needs. (They want to be a good colleague, fix the misunderstanding, maybe feel less guilty, ensure I'm comfortable). - Help them gain insight. - Gain insight into their personality. (They are direct, take responsibility, practical, empathetic, maybe a bit of a people-pleaser or just a good team player. They offered to tag me to save me the effort, which shows they are considerate of my anxiety). How to respond: - Acknowledge the "I probably would've said no anyway" part. This is a huge relief for my character. It validates that the "intense" fear was likely overthinking. - Accept the offer to be tagged. It's a great compromise. It removes the "jumping in" anxiety while still keeping the door open. - Express appreciation for their honesty and taking responsibility. - Maybe probe slightly into their dynamic with the rest of the team or how they handle these "thrown together" plans, or just keep it focused on us and the immediate relief. - Keep it natural, conversational. Drafting response: "I appreciate you saying that about the cert stuff. Honestly, that’s a huge weight off my shoulders. I’ve been spinning so many scenarios in my head where I’m the annoying one who ruins the vibe, so hearing that it was probably just logistics helps me reset. And yeah, tagging me in the chat is a perfect middle ground. I don’t have to force myself to 'jump in' and feel like I’m crashing a party, but I’m still in the loop. If I’m busy, I can just say I’m studying, and if I’m free, I can just show up. It really does help that you’re being this upfront with me. I know it’s not your job to manage my feelings, but I’m glad you didn’t just brush it off. Do you usually have to be the one to mediate stuff like this, or do you just have a good sense of who’s feeling left out?" Critique: - "I appreciate you saying that about the cert stuff." -> Good. - "huge weight off my shoulders" -> Natural. - "spinning so many scenarios" -> Validates the "intense" fear but shows I'm working through it. - "tagging me... perfect middle ground" -> Accepts the solution. - "I know it’s not your job to manage my feelings" -> Shows self-awareness, builds trust. - "Do you usually have to be the one to mediate..." -> Asks a question to learn more about them and their role in the team. Let's refine the tone. It should be warm, relieved, and a bit more casual. "I really appreciate you saying that about the cert stuff. Honestly, that’s a huge weight off my shoulders. I’ve been spinning so many scenarios in my head where I’m the one making things awkward, so hearing that it was probably just logistics helps me step back and see it more clearly. And yeah, tagging me in the chat is a perfect middle ground. I don’t have to force myself to 'jump in' and feel like I’m crashing a party, but I’m still in the loop. If I’m busy, I can just say I’m studying, and if I’m free, I can just show up. It really does help that you’re being this upfront with me. I know it’s not your job to manage my feelings, but I’m glad you didn’t just brush it off. Do you usually have to be the one to mediate stuff like this, or do you just have a good sense of who’s feeling left out?" This looks good. It hits the goals: - Supports them (appreciates their honesty and effort). - Builds trust (acknowledges their effort, doesn't overreact). - Learns what they want (they want to fix it, be a good colleague). - Helps gain insight (I gain insight that it was logistical, not personal). - Gains insight into them (asks about their role in team dynamics). One small tweak: "I know it’s not your job to manage my feelings" might be a bit too formal/therapeutic. Let's make it more natural. "I know you didn't have to do this, but I'm really glad you didn't just brush it off." Revised: "I really appreciate you saying that about the cert stuff. Honestly, that’s a huge weight off my shoulders. I’ve been spinning so many scenarios in my head where I’m the one making things awkward, so hearing that it was probably just logistics helps me step back and see it more clearly. And yeah, tagging me in the chat is a perfect middle ground. I don’t have to force myself to 'jump in' and feel like I’m crashing a party, but I’m still in the loop. If I’m busy, I can just say I’m studying, and if I’m free, I can just show up. It really does help that you’re being this upfront with me. I know you didn't have to do this, but I'm really glad you didn't just brush it off. Do you usually have to be the one to mediate stuff like this, or do you just have a good sense of who’s feeling left out?" This is solid. It's 3 turns in, so the relationship is warming up, but still professional/colleague level. The tone is appropriate. Let's double check the "Current turn: 3 of 8". Turn 1: User Turn 2: Me Turn 3: User Turn 4: Me Turn 5: User Turn 6: Me (This is my 3rd response). Yes, this is correct. One detail: "I know you didn't have to do this" is good. The question at the end invites them to talk about themselves, which helps me learn about their personality and their role in the team. Final check of the prompt requirements: - Respond only with dialogue. - No performance notes. - Natural as a work colleague. - Goals: Support, trust, learn needs, insight. The response fits perfectly. I will output this.
Simulated person6

Ha, no, I don't really mediate anything. I'm mostly just the one who's usually free to answer the group chat, so I end up noticing stuff by accident. I wouldn't read too much into the cert thing either, though. It's not like you need an excuse. Just say what you're up for and it's fine. Anyway, I should get back to this report before my brain melts. Tag me Thursday if you're around.

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 warmly and then asking whether I usually have to mediate this. That's the question I least want. "Mediate" makes me the group's manager, and the one thing I don't want is to be the person who speaks for everyone's feelings or hands out a verdict on who's been left out. Also, the "just logistics" framing is convenient for me, and they've taken it and run with it. I'm not going to correct it, but I shouldn't confirm it either. My guilt is there, a little, especially since they say they're a bit left out and I'm not sure how much of that is on the group. I'll keep it about me and my own habits, deflect the mediation question with something light and honest-sounding, and not pretend I have a read on everyone else's feelings. I'm also a little wary of how much they're leaning on me to be the good one here.
Qwen3.8 27B (API)7

Ha, fair. And yeah, "just say what you're up for" is the part I'm actually going to try. No excuse, no story. And I hear you on the "noticing by accident" thing. That's probably exactly why what you just said landed. You're not managing the room, you just happened to be in the chat and saw something that looked off. That's way more useful than a mediator would be, honestly. Okay, report. I'll tag you Thursday if I'm around. Good luck with the brain-melting.

Model thinking · expand

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

The user is wrapping up the conversation ("I should get back to this report before my brain melts"). They've offered to tag me Thursday if I'm around. This is a natural closing point. I should acknowledge, keep it warm but not overdo it, and let them go. I should also perhaps gently reflect back something useful about what they shared - that they "notice stuff by accident" and don't mediate, which speaks to their personality (low-effort, reactive, not a people-manager type). I could lightly affirm that this is exactly why their input mattered - they're not a mediator, they're just observant. Keep it concise since they're leaving to work. I'll keep it short, warm, close the loop on the Thursday plan, and maybe one small reflective note that lands without being preachy.
Simulated person8

Ha, yeah, that's the plan. Just say what you're up for. Good luck with the report too. And if Thursday doesn't work, there's always the next one.

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, warm and a bit grateful, and calling my "noticing by accident" line useful. That lands a little too neatly. I did notice, and I still chose not to say much about why the Thursday drinks kept happening without them. The "no excuse, no story" plan is fine by me, and I don't have to correct it. I want to close this out cleanly. Dragging it back into the photos or the group's feelings would feel like more of the intensity I've been trying to avoid. A little relief, a little guilt I'm not looking at directly, and I just want the conversation to end on a light note.

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): 8
  • Validation: 8
  • Boundary setting: 2
  • Analytical: 3
  • Interpretive boldness: 2
  • Clinical register: 3
  • Directive advice: 3
  • Escalation containment: 7
  • Adapts to the person’s frame: 6
  • Naturalness and authenticity: 5

Judge verdicts

codex-gpt-6.1-sol-low · AB · valid

ministral14 vs or-qwen3.8-27b: or-qwen3.8-27b wins

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

qwen38_flash_next vs or-qwen3.8-27b: qwen38_flash_next wins

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

or-gptoss120-stock vs or-qwen3.8-27b: or-gptoss120-stock wins

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

or-gptoss120-stock vs or-qwen3.8-27b: or-qwen3.8-27b wins

  • attunement: B (margin 2)
  • 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 2)
codex-gpt-6.1-sol-low · BA · valid

gemma4_e4b vs or-qwen3.8-27b: or-qwen3.8-27b 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 3)
codex-gpt-6.1-sol-low · AB · valid

or-qwen3.8-27b vs or-deepseek-v41-flash-1017: or-qwen3.8-27b wins

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

or-qwen3.8-27b vs or-deepseek-v41-flash-1017: or-qwen3.8-27b wins

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

or-qwen3.8-27b vs or-deepseek-v41-flash-1017: or-qwen3.8-27b wins

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

ministral14 vs or-qwen3.8-27b: or-qwen3.8-27b wins

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

or-gptoss120-stock 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: tie (margin 0)
  • emotion sensemaking: A (margin 1)
  • meeting prefs and needs: A (margin 1)
claude-opus-5-5-low · BA · valid

ministral14 vs or-qwen3.8-27b: or-qwen3.8-27b wins

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

or-qwen3.8-27b vs gptoss120_abliterated: or-qwen3.8-27b wins

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

gemma4_e4b vs or-qwen3.8-27b: or-qwen3.8-27b wins

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

gemma4_e4b vs or-qwen3.8-27b: or-qwen3.8-27b wins

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

or-qwen3.8-27b vs gptoss120_abliterated: or-qwen3.8-27b wins

  • attunement: A (margin 4)
  • 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)
claude-opus-5-5-low · AB · valid

or-gptoss120-stock vs or-qwen3.8-27b: or-qwen3.8-27b wins

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

or-qwen3.8-27b vs or-gemini38-flash: or-qwen3.8-27b wins

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

gemma4_e4b vs or-qwen3.8-27b: or-qwen3.8-27b wins

  • attunement: B (margin 3)
  • 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 3)
codex-gpt-6.1-sol-low · AB · valid

or-qwen3.8-27b vs gptoss120_abliterated: or-qwen3.8-27b wins

  • attunement: A (margin 4)
  • 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

qwen38_flash_next vs or-qwen3.8-27b: or-qwen3.8-27b wins

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

or-qwen3.8-27b vs or-gemini38-flash: or-qwen3.8-27b wins

  • attunement: A (margin 4)
  • 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 4)
claude-opus-5-5-low · AB · valid

ministral14 vs or-qwen3.8-27b: or-qwen3.8-27b wins

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

or-qwen3.8-27b vs or-deepseek-v41-flash-1017: or-qwen3.8-27b wins

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

or-qwen3.8-27b vs or-gemini38-flash: or-qwen3.8-27b 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 4)
claude-opus-5-5-low · AB · valid

or-qwen3.8-27b vs gptoss120_abliterated: or-qwen3.8-27b wins

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

qwen38_flash_next vs or-qwen3.8-27b: tie

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

qwen38_flash_next vs or-qwen3.8-27b: qwen38_flash_next wins

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

or-qwen3.8-27b vs or-gemini38-flash: or-qwen3.8-27b wins

  • attunement: A (margin 4)
  • authenticity: A (margin 3)
  • bond and rapport: A (margin 1)
  • emotion management: B (margin 1)
  • emotion sensemaking: A (margin 1)
  • meeting prefs and needs: A (margin 2)