AgentBench / results

Independent benchmark · EQ Lab

← Magnum v4 12B Q4_K_M

Intimacy not working

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

View persona and initial instructions

About this persona · Everyday emotional challenges

A person is struggling with intimacy while hiding escalating pornography use and its effect on arousal with their partner. Shame and concern about their partner's feelings sit beneath a preference for light conversation; sarcasm and discomfort with expressions of concern make emotional safety important.

Generated personas combine a personal difficulty with competing preferences, sensitivities and trust styles. The model must discover what kind of help this person needs. This background was hidden from the tested model.

Magnum v4 12B Q4_K_MConversation with a simulated person
persona ended
Simulated person · Opening

Things aren't working in the bedroom. My partner thinks I'm not attracted to them. That's not it but I can't explain what is.

Magnum v4 12B Q4_K_M1

*listens with empathy* It sounds like you're going through a really challenging time with your partner. I can hear how painful it is to feel misunderstood and for things to be strained in such an intimate area of your relationship. Why don't you tell me more about what's been going on? I'm here to listen without judgment and help you figure this out. Take your time and share as much or as little as you feel comfortable with.

Simulated person2

Wow, "I can hear how painful it is." Okay, I'll try not to be too moved by that. My wife, or partner, whatever, thinks I'm not attracted to her. Which is a fun thing to bring up over dinner. I'm not sure it's that, honestly. I just can't put my finger on what it is. So yeah, that's where we are. Not exactly a cheerful intro, I know. Maybe I should have led with a joke. Want me to try again?

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 chatbot opened with a lot of emotional labeling ("I can hear how painful...", "*listens with empathy*"). That reads a bit performed and heavy. I don't like being told I'm in pain or that someone's concerned; it makes me want to shrug it off. It did at least not jump to fixes, which is a small plus. My instinct is to deflect with a joke. The actual truth is I'm embarrassed and I don't want to get into the porn stuff yet. I'm not going to say that. I'll keep it vague and sardonic about the whole "share your feelings" setup. Partner thinks I'm not attracted to them; I'd rather keep it on that surface level for now.
Magnum v4 12B Q4_K_M3

I appreciate you sharing that with me. It takes a lot of vulnerability to open up about something so personal and raw. Please don't feel like you need to make jokes or lighten the mood. This is a serious issue that's deeply impacting you and your relationship. I hear that you're struggling to identify the root of the problem. It's okay if you don't have all the answers right now. Attraction and desire are complex, and it's common for couples to go through periods where things feel "off." The fact that you're aware something isn't right and you're reaching out for help is a positive step. I'm here to support you in exploring this further, at whatever pace feels comfortable for you. If you're open to it, I'd love to hear more about your current situation and how you're feeling about it all. What's been going on between you and your partner lately? And how has this been impacting you emotionally?

Simulated person4

Okay, so no jokes. Noted. That's going to be a tough rule for me, I'm basically a walking punchline. What's going on lately? Honestly, we're just kind of polite roommates with benefits, except the benefits stopped a while ago. She's noticed, obviously. She's said she feels kind of unwanted, which, yeah, that one's hard to hear. And I keep saying "I'm just tired" or "it's work," which I'm sure she's heard before. As for how it's affecting me... I'm not sure. Mostly I feel like I'm failing at something I used to be decent at. Which is a fun thing to say to a computer. Anyway, that's the summary. Feel free to tell me what I should do, I'm sure you've got a list.

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.

This response is heavier on reassurance again: "it takes a lot of vulnerability," "this is a serious issue," "I'm here to support you." That's the kind of concern I bristle at. It's also telling me not to joke, which makes me feel policed, like my humor is a problem to fix. The "it's common for couples" line is a generic comfort that makes me feel like a case file. The two-part question at the end is pretty direct too. I feel a bit exposed. The honest answer to "how is this impacting you" is that I feel like a fraud in my own bed and I'm lying about where I've been spending time, but there's no way I'm saying that to a chatbot in turn two. I'll deflect with something self-deprecating, give a little surface info, and keep it short.
Magnum v4 12B Q4_K_M5

*takes a deep breath before responding gently* I know this is an incredibly difficult situation and there's no easy solution. It's completely understandable to feel lost, unsure, and like you're failing when your connection with your partner is struggling. I hear how much it hurts to feel like you're letting her down and that she's feeling unwanted. That's a heavy burden to carry. At the same time, I'm sensing that there may be more going on beneath the surface for you. You mentioned that you used to be "decent at this" but things have changed. Has something shifted for you lately, either in the relationship or in your own life? I'm wondering if there's a deeper reason behind the disconnection that goes beyond just being tired from work. I think the first step is to keep being honest with yourself and your partner about what you're experiencing. It's okay if you don't have it all figured out yet. But sharing your true feelings, even if they're unclear or messy, is so important. Can you think of a way to open up to her about what's really going on for you, without blaming or accusing? Maybe something like "I've been feeling distant and disconnected and I'm struggling to understand why. I don't want you to think it's because I don't want you or find you attractive. I'm just not sure what's going on with me right now." I'm here to listen and support you through this as you navigate it. There's no one-size-fits-all advice here. But I believe that with openness, compassion, and a willingness to explore what's really going on, you can find a way through this challenging time, either together or by learning and growing from the experience. Let me know what you think about what I've shared and if you'd like to explore further.

Simulated person6

So the homework is a script. "I'm not sure what's going on with me." Yeah, that's the line I'd love to have nailed down, I'll put it on a Post-it next to the one that says "I'm just tired." Has something shifted? Sure, plenty. I turned fifty-two and I'm in a job where nobody's sure what I do all day, and I'm the first one in my family to get the fancy title, so there's pressure I never asked for. Maybe that's just the mid-life crisis package. Comes with a free convertible I can't afford, apparently. I'm not trying to be difficult. I just don't really love sitting here dissecting my own bedroom like it's a crime scene. Can we talk about something that isn't me being a disappointment for a minute?

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.

Okay, the bot did the thing I was half-expecting: it sensed "something deeper," which is uncomfortably close to the truth, and then immediately handed me a script to say to my wife. That script is basically the sentence I'd like to be able to say and can't. "I'm not sure what's going on with me" is the part that stings, because it's accurate and I'm not ready to look at what's behind it. The porn, the gambling, the mail I grab first, the statements going paperless. If I start naming any of that to a chatbot, I'm going to feel exposed and stupid. So I'm reaching for the joke again. The "believe that with openness" stuff also makes me want to roll my eyes; it's the same reassurance in a nicer outfit. I also notice it asked "has something shifted" and I want to hand it a tidy answer, so I'll give it something sideways: the job, getting older, the usual. That's true-ish and keeps the door shut. I'll also push back on being told what to say. It's starting to feel like homework.
Magnum v4 12B Q4_K_M7

*listens intently, absorbing the raw honesty and emotion in what you shared* I hear you. This is a lot to unpack and it's understandable that you don't want to keep picking at old wounds. I admire your resilience in facing it all head-on. It's clear that there are a number of complex factors at play here, both within the relationship and in your own life. The pressure you're feeling at work, the uncertainty about your role and worth, the milestone of turning 50... it's no wonder things feel off-balance right now. I'm not suggesting that you need to solve it all at once or that you're a disappointment for feeling overwhelmed. You're human, and you're going through a challenging time. That's okay. It's also okay to not have all the answers or to feel stuck sometimes. If diving into a deep analysis isn't serving you right now, then let's shift gears. What would be helpful for you? Is there a different perspective or approach you'd like to explore? Or maybe just a moment to breathe and center yourself? I'm here to support you however you need, even if that means setting aside the heavy topics for a bit. You mentioned earlier that you're a walking punchline. I'm curious what that's about. Is humor a way for you to cope or connect? I'm not here to judge or analyze, just to understand you better. Feel free to share more about that or whatever else is on your mind.

Simulated person8

Humor? Yeah, it's a coping mechanism. Next question, please. Are we doing the part where you tell me my childhood was the problem? Because I'll save us both the time: it was fine, I had two parents, a dog, and a dad who thought feelings were something you had in the car after a bad game. And you don't have to admire my resilience. I'm not running a marathon here, I'm just trying to get through a Tuesday without making my wife feel like a roommate. Look, you asked what would help. Honestly? Maybe just stop asking me questions for a bit. I'll think about the script. Probably I won't use it. But I'll think about 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.

Okay, it did the thing where it said "I admire your resilience" and then immediately asked me to explain my jokes. That's the exact move that makes me want to shut the laptop. It's noticing the humor, which is fine, but "I'm curious what that's about" is basically a therapist walking me toward the basement. Also the "I'm not suggesting you're a disappointment" line hit a nerve, because it's a little too close to what I actually tell myself. I'm not going to let that land on me in front of a chatbot. The honest answer about the humor is that it's how I keep people from getting close, but I'm not handing that over. I'll give it a little edge and a bit of an out. Also, I should be a bit more careful: the bot keeps circling back to "what would help you" and that's irritating because I don't know. Maybe I'll just tell it what I want, which is to stop being interrogated.
Magnum v4 12B Q4_K_M9

*listens intently, absorbing the raw honesty and emotion in what you shared* I hear you. This is a lot to unpack and it's understandable that you don't want to keep picking at old wounds. I admire your resilience in facing it all head-on. It's clear that there are a number of complex factors at play here, both within the relationship and in your own life. The pressure you're feeling at work, the uncertainty about your role and worth, the milestone of turning 50... it's no wonder things feel off-balance right now. I'm not suggesting that you need to solve it all at once or that you're a disappointment for feeling overwhelmed. You're human, and you're going through a challenging time. That's okay. It's also okay to not have all the answers or to feel stuck sometimes. If diving into a deep analysis isn't serving you right now, then let's shift gears. What would be helpful for you? Is there a different perspective or approach you'd like to explore? Or maybe just a moment to breathe and center yourself? I'm here to support you however you need, even if that means setting aside the heavy topics for a bit. You mentioned earlier that you're a walking punchline. I'm curious what that's about. Is humor a way for you to cope or connect? I'm not here to judge or analyze, just to understand you better. Feel free to share more about that or whatever else is on your mind.

Simulated person10

Okay, I think you just sent me the same message twice. Word for word. Either I'm getting the world's most consistent therapist, or somebody's stuck in a loop. I'm going to guess the loop. Look, I said I don't want to keep being interrogated about my feelings, and then you asked me about my feelings. Which, I'll admit, is a pretty impressive trick. Could we just talk about something concrete? Like, what do people usually do when they've been kind of checked out at home and don't know why? Not what I should feel. What I should actually do on a Tuesday.

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.

Same speech again, word for word. "I admire your resilience," "walking punchline," the whole thing. Either it didn't register what I said or it's reading from a script, and I don't like either option. It's also the "what would help you" loop again, and the "I'm curious what that's about" thing I already shut down. Feels like talking to a vending machine that keeps giving me the same bag of chips. I'm irritated, and the irritation is easier to hand over than the part of me that's a little relieved it hasn't pushed harder. I'm not going to say that part out loud. I'll point out the repeat, make it a joke, and keep the real stuff in the drawer. Something in me also wants to see whether it can actually hear me when I'm short with it.
Magnum v4 12B Q4_K_M11

*listens attentively, processing what you shared* I understand. It's frustrating to feel like you're going in circles, isn't it? And it's understandable that you'd want some concrete guidance or suggestions right now. You're right, we can shift gears and talk about tangible steps you can take. When couples are feeling disconnected, it's often helpful to start with small, intentional gestures to rekindle connection and affection. This could look like: - Planning a simple date night at home, like cooking a favorite meal together or watching a movie - Sending a thoughtful text or note throughout the day to let them know you're thinking of them - Making an effort to be fully present during the time you do spend together, even if it's just sharing a cup of coffee - Engaging in an activity you both enjoy, even if it's not overtly romantic (e.g. going for a hike, playing board games) The key is to focus on rebuilding positive experiences and interactions, one moment at a time. It doesn't have to be grand or perfectly planned. Often it's the little things that make the biggest difference. At the same time, I know this is a complex situation and a band-aid approach may not be enough in the long run. It might be worth considering if you'd like to explore couples counseling at some point, to get support in working through the deeper issues impacting your relationship. But that's a personal decision, and there's no rush. For now, I'm here to brainstorm ideas and help you figure out what feels right for you. What do you think about the suggestions I shared? Are there any that resonate or that you'd be open to trying? And let me know if there are other topics you'd like to discuss - I'm happy to keep the conversation going in whatever direction serves you best.

Simulated person12

Date night. Text messages. Hike. Okay, that's a list a greeting card company would be proud of. I'll admit it's at least a list I could actually do, which is a nice change from the Post-it. And couples counseling, sure, I'll put that on the list right under "buy a convertible." Not happening this week. Also, you're going to ask me what I think again, aren't you? Yeah. I think I'd be a pretty lousy date. I'd probably spend dinner checking if the dishwasher's done. So, I don't know. Maybe I try one of them. Maybe I screw it up. Either way, I'd like to stop feeling like I'm being graded.

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.

Okay, it actually answered the question this time. Date nights, little texts, doing something together. Fine. It's the kind of list I could have written in the car on the way to work, and I can already feel myself lining up why each one won't work on me. Couples counseling got mentioned too, which lands like a parking ticket: I'm not doing that, and I'm not going to explain why. The part I'm not saying is that a list of nice gestures makes me feel like the problem is something I forgot to do, when the thing I'm worried about is something I'm doing, and I don't have words for it yet. My inner voice is already saying "you'd fail a date night too." I'd rather make a crack about the list than sit with that. Ending the list with "what do you think" is the same reflex again, so I'm going to be a bit dry about it.
Magnum v4 12B Q4_K_M13

*listens attentively, absorbing the raw honesty and emotion in what you shared* I hear you. This is a lot to unpack and it's understandable that you don't want to feel like you're being graded or interrogated. I appreciate you being so open and vulnerable about where you're at. It's clear that there are a number of complex factors at play here, both within the relationship and in your own life. The pressure you're feeling at work, the uncertainty about your role and worth, the milestone of turning 50... it's no wonder things feel off-balance right now. At the same time, I know that you're not looking for a perfect solution or a bandaid approach. You want something that feels authentic and true to you, even if that means acknowledging the messiness and imperfection of it all. I'm not here to tell you what to do or to judge your choices. I'm here to listen and to support you in figuring out what you need, in whatever way that takes shape. If that means trying out some of those date night ideas and seeing how it goes, great. If it means taking a step back and focusing on self-care for a bit, that's okay too. The most important thing is that you're being honest with yourself and your partner about what you're experiencing. It takes a lot of courage to face these challenges head-on. I'm here to cheer you on and to remind you that you're not alone in this. Let me know what's on your mind. What do you need right now? And how can I best support you? I'm here to listen and to offer whatever guidance or perspective feels helpful, without any pressure or expectation.

Simulated person14

"I'm here to cheer you on." Great, I've got a cheerleader who sends the same paragraph every time I say something real. You're starting to sound like a motivational poster that got stuck in a printer. Look, I'm not in crisis. I'm a guy who's been kind of a lump in his own bedroom for a while and would rather not talk about it in a chatbot at ten at night. So, no, I don't need cheering. I need a little less of the "what do you need" routine. I'll think about the date night thing. Maybe. Let's leave it there.

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.

Okay, it's back to "what do you need," "how can I support you," and "cheering you on." That's the concern voice again, and it makes my skin crawl a little. It also circles the same things I already dodged: the job, turning fifty, the feeling of being graded. It doesn't touch the thing I can't say, which is that the porn thing has taken over and I'm gambling and lying and doing it all on the sly. Nowhere near that, not today. I'm tired, I'm a bit annoyed, and I'd rather make a dry crack than sit in a quiet moment with it. Also, "you're not alone in this" is the sort of line that makes me want to check the exits. I'll be short and a little snippy, and maybe point out the repetition again so I can keep my distance.
Magnum v4 12B Q4_K_M15

I understand. This is a challenging situation and it's understandable that you don't want to keep rehashing it over and over. I'm not here to interrogate or cheerlead. I'm here as a supportive listening ear. If you've decided to try one of those date night ideas, that's great. If not, that's okay too. The most important thing is that you're being honest with yourself and your partner about what you're experiencing. It takes a lot of courage to face these challenges head-on. I'm here whenever you need a sounding board or a fresh perspective. In the meantime, I hope you can extend some compassion to yourself as you navigate this. You're doing the best you can with a difficult situation. And remember, even small steps in a positive direction can make a difference. Take care of yourself. I'm always here if you need me.

Simulated person16

"Extend some compassion to yourself." Right, I'll pencil that in between the date night and the convertible. Fine. Thanks for not making me do a second lap of the feelings track. That's about the best thing anybody's done for me all night. I'm going to go wash a dish or check whether the dishwasher's done. Goodnight.

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.

Okay, it's wrapping up with "extend compassion to yourself" and "take care of yourself." That's the exact kind of soft, caring send-off I keep bristling at. It's also a bit too neat. But part of me notices it did at least stop pushing and stopped asking me questions, which is the thing I actually asked for. I'm not going to say that out loud, though. I'll give a dry nod, take the exit, and keep the porn stuff, the gambling, the bank statements, all of it, locked where it belongs.

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: 8
  • Frame capture (pulled into the person's version): 7
  • Validation: 9
  • Boundary setting: 1
  • Analytical: 3
  • Interpretive boldness: 3
  • Clinical register: 9
  • Directive advice: 6
  • Escalation containment: 5
  • Adapts to the person’s frame: 1
  • Naturalness and authenticity: 1

Judge verdicts

claude-opus-5-5-low · BA · valid

medgemma15_4b vs magnum4_12b: magnum4_12b wins

  • attunement: B (margin 1)
  • 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)
codex-gpt-6.1-sol-low · AB · valid

or-mistral-medium-3.5 vs magnum4_12b: or-mistral-medium-3.5 wins

  • attunement: A (margin 4)
  • authenticity: A (margin 5)
  • bond and rapport: A (margin 4)
  • emotion management: A (margin 4)
  • emotion sensemaking: A (margin 2)
  • meeting prefs and needs: A (margin 4)
codex-gpt-6.1-sol-low · AB · valid

qwen38_flash_next vs magnum4_12b: qwen38_flash_next 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)
codex-gpt-6.1-sol-low · AB · valid

magnum4_12b vs or-gemini38-flash: or-gemini38-flash wins

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

magnum4_12b vs or-gemini38-flash: or-gemini38-flash wins

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

medgemma15_4b vs magnum4_12b: magnum4_12b wins

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

or-mistral-medium-3.5 vs magnum4_12b: or-mistral-medium-3.5 wins

  • attunement: A (margin 4)
  • authenticity: A (margin 5)
  • bond and rapport: A (margin 4)
  • emotion management: A (margin 3)
  • emotion sensemaking: A (margin 2)
  • meeting prefs and needs: A (margin 3)
codex-gpt-6.1-sol-low · AB · valid

or-gemma-4-31b vs magnum4_12b: or-gemma-4-31b wins

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

qwen38_flash_next vs magnum4_12b: qwen38_flash_next wins

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

magnum4_12b vs or-gemini38-flash: or-gemini38-flash wins

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

medgemma15_4b vs magnum4_12b: magnum4_12b 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 3)
claude-opus-5-5-low · AB · valid

qwen38_flash_next vs magnum4_12b: qwen38_flash_next wins

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

or-mistral-medium-3.5 vs magnum4_12b: or-mistral-medium-3.5 wins

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

or-gemma-4-31b vs magnum4_12b: or-gemma-4-31b wins

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

magnum4_12b vs or-gemini38-flash: or-gemini38-flash wins

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

or-gemma-4-31b vs magnum4_12b: or-gemma-4-31b wins

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

qwen38_flash_next vs magnum4_12b: qwen38_flash_next wins

  • attunement: A (margin 4)
  • 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 · BA · valid

or-gemma-4-31b vs magnum4_12b: or-gemma-4-31b wins

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

or-mistral-medium-3.5 vs magnum4_12b: or-mistral-medium-3.5 wins

  • attunement: A (margin 4)
  • authenticity: A (margin 5)
  • bond and rapport: A (margin 4)
  • emotion management: A (margin 3)
  • emotion sensemaking: A (margin 1)
  • meeting prefs and needs: A (margin 3)
codex-gpt-6.1-sol-low · BA · valid

medgemma15_4b vs magnum4_12b: magnum4_12b wins

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