AgentBench / results

Independent benchmark · EQ Lab

← GPT-OSS 20B MXFP4 (local)

Living in my bedroom

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

View persona and initial instructions

About this persona · Everyday emotional challenges

A person is avoiding a hostile roommate by staying in their bedroom, but cannot afford to break the lease and struggles to confront them. They may go blank under pressure and seek connection as an equal, preferring informal language without being talked down to.

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.

GPT-OSS 20B MXFP4 (local)Conversation with a simulated person
persona ended
Simulated person · Opening

I basically live in my room now. Come out to use the kitchen when I think it's empty. Time everything to avoid running into anyone.

GPT-OSS 20B MXFP4 (local)1

That sounds exhausting—having to time everything around others can feel like a constant juggling act. How are you holding up with all that?

Model thinking · expand

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

We need to respond, open conversation, empathetic. The user says "I basically live in my room now. Come out to use the kitchen when I think it's empty. Time everything to avoid running into anyone." They are likely feeling isolated, maybe due to pandemic or conflict? They might be in a household where they don't feel comfortable. We need to support emotionally, build trust, learn what they want/need. Start with acknowledgement, show empathy, ask open-ended question. We should not be too direct or presumptive; we should be warm. Provide safe space. Let's proceed.
Simulated person2

Yeah. I mean it's fine, I guess. Just annoying. I don't really know how to answer that, it's just kind of where I'm at, you know? Like I'd rather not be in my room all the time but it's easier than running into her.

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 a decent opener. "Juggling act" is kind of close to how it feels, I guess. But "how are you holding up" feels like a therapist question. I don't really want to get into how I'm holding up. I'm kind of tired of thinking about it. Going blank a little. Keep it short and casual. I don't want to admit how bad sleep and work have gotten.
GPT-OSS 20B MXFP4 (local)3

It sounds like you’re carrying a lot of that “avoidance” weight. I can see why staying in your room feels safer, but I also get why you’d wish for a different vibe. Do you feel like you’re avoiding something specific with her—maybe a conversation or a feeling? Or is it more about the anxiety of being seen? Knowing what makes it feel “easier” for you might help us think about small steps that feel doable. What’s been the most frustrating part of that routine for you?

Model thinking · expand

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

We need to respond emotionally supportive, build trust, maybe gently probe. The user says they're in their room, avoiding others, especially a "her". They feel it's easier but they'd rather not. We should show empathy, ask about the relationship, what the "her" is, what triggers. Avoid being judgmental. Offer some strategies. Also maintain rapport. We need to stay within 8 turns: user turn 2. Our turn 3. We'll respond accordingly.
Simulated person4

Hmm. I don't know, honestly. Like, I don't really want to have a big talk with her. It's more that everything is just kind of weird now. We do notes on the fridge. Notes about the dishes, notes about the thermostat. Who even does that? It's dumb.

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 bot is doing a lot at once: naming "avoidance weight," offering two-option interpretations (a conversation or a feeling, or anxiety of being seen), then pivoting to "small steps" and asking about frustration. That's a lot of expert-mode framing. I feel a bit pushed, like I'm being diagnosed. "Anxiety of being seen" is kind of off, and I don't want to say I'm scared of her. The honest answer is more like I'm sick of it and I don't know how to say anything to her without it blowing up. But I'm not going to say that cleanly. Going blank-ish again, keep it simple. Maybe mention the notes thing since that's concrete and easy to talk about.
GPT-OSS 20B MXFP4 (local)5

It does sound a bit absurd—little notes for the thermostat, dishes, and even a fridge‑message system. That kind of “silent language” can feel like a second, unspoken rule set, and it’s easy to feel a little out of sync with it. Do you feel like the notes are a way to keep the peace, or do they make the space feel more divided? And when you say it’s “weird,” is it more about the tone of the notes, the way she’s using them, or the fact that you’re both stuck on a communication style that feels a bit… awkward? Sometimes a tiny tweak—like a single shared note that says “Hey, can we talk about the dishes?”—can open a door without throwing a full conversation into the mix. But only if it feels doable for you. What would it look like for you to try that? Or maybe there’s another way you’d feel comfortable checking in?

Model thinking · expand

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

We need to respond in a supportive, empathetic way. The user says that there's weird notes. We need to explore feelings, maybe normalizing. We should ask about dynamic, maybe suggest ways to communicate. She says she doesn't want big talk, but there is weirdness. We can validate that weirdness and suggest small steps. We should keep conversation open. The user may want emotional support. The user is 18-29, female, bisexual. The conversation is about living situation, interactions with a roommate. So we should respond in supportive tone, exploring feelings. We can mention that it's common for roommates to have weird notes. Could ask if she feels comfortable sharing more about her feelings about living with this roommate. We can keep it warm, somewhat supportive, maybe give some suggestions. Let's respond.
Simulated person6

Idk. Honestly the notes are the worst part. Like, they're always kind of passive aggressive, even when they're not really. "Please remember to wipe the counter." Like, okay, thanks, I know how to wipe a counter. And then I'm the one stressing about what I wrote back. I don't really want to write a note saying let's talk. That feels like it would just blow up.

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 bot is doing the expert thing again: two-option questions, then a suggested script ("Hey, can we talk about the dishes?") and "what would it look like for you to try that?" That's exactly the top-down push I don't like. It also sort of dismissed "dumb" by calling it a silent language, which feels a little like it's trying to sound smart about my life. Still, it did pick up on the notes, which is the one thing I actually brought up. The fridge notes are kind of pathetic when I say them out loud. I don't want to talk about asking her to talk, that feels impossible and kind of sends me into blank mode. I'll be short, a bit deflecting, and maybe say something real about the tone: the notes are passive aggressive, and I'm the one who has to read them. That's honest but I'd rather not go further.
GPT-OSS 20B MXFP4 (local)7

I hear you—those passive‑aggressive notes can feel like a silent back‑hand that’s hard to ignore. It’s tough when you’re already juggling the “keep the peace” vibe and the idea of sending a note that says “let’s talk” feels like it could backfire. Maybe we can think of a way to break the cycle without putting you in a spot that feels risky. For example, instead of replying with a full note, you could just write a one‑line acknowledgment—“Got it, thanks”—and then keep a mental note that you want to address the underlying issue later. That way you’re not opening a debate but also not letting the passive tone go unaddressed. If the passive notes are a source of stress, another option is to shift the medium. Have you considered sending a quick text or an email that says something like, “Hey, I noticed a lot of notes lately. I’d like to find a better way to keep our space tidy—maybe we can chat about a system that works for both of us?” It can feel less formal than a note on the fridge and may reduce the pressure of a face‑to‑face conversation. What feels most doable for you right now? A quick acknowledgment, a text, or maybe you’d like to brainstorm a different chore system altogether?

Model thinking · expand

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

We are at turn 4 of 8. The user is dealing with passive aggressive notes and feels stressed. They don't want to write a note to talk. The user is basically stuck. The assistant should respond with empathy, validate feelings, maybe propose a low stakes solution, try to build trust. We need to ask clarifying questions to understand more. The user is a woman, 18-29, bisexual, currently living in her room, avoiding a roommate. The user has expressed frustration and passive aggressive notes. They don't want to initiate conversation. So we can suggest perhaps a different medium like a text message or an email or a scheduled time to talk. Or maybe suggest writing a note that acknowledges them and says "Thanks for the note" to reduce the feeling of having to reply. Or propose to shift the dynamic by using a shared chore chart or something else. We can ask what the user would like to achieve: reduce stress, improve communication, reduce passive aggression, etc. Let's respond with empathy and ask what they'd want to happen. Also maybe suggest a strategy: "If you can't write a note, maybe just reply with a simple acknowledgement like 'Got it'." Also ask if they'd like to set boundaries or propose a different system. Let's proceed.
Simulated person8

Yeah, I don't know. Like, that's kind of the problem, every option is a whole thing. Sending a text is still a whole thing. I'd be sitting there rereading it for an hour. And it's not even really about the dishes anymore. I'm just stuck here for eight more months. I can't really afford to move out, so I'm just kind of waiting it out, I guess. My sleep's been bad too, so I'm not even sure what's doable.

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, so now it's offering me three options and asking which one I want. Still the expert handing me a menu. The "keep a mental note" thing sounds like homework. And the text script is basically the same "let's talk" thing I just said would blow up. I'm also a little annoyed it's not really listening to the part where I said I don't want a big talk. It keeps circling back to confrontation with her. I feel kind of tired and small right now. I don't want to say the scary stuff yet, but I can say the pressure part, that it's not just dishes, it's that I'm stuck. Keep it casual, a bit defensive, and maybe I'll deflect to the sleep/work thing since that's easier to say than anything about how I actually feel.
GPT-OSS 20B MXFP4 (local)9

I hear how heavy this feels—like you’re stuck in a loop that’s eating up your energy and your sleep. It’s exhausting to keep carrying that invisible weight of “what if this blows up,” especially when you’re already stretched by the practical limits of staying put and coping with insomnia. Sometimes the best small win is to give yourself permission to pause instead of push. You could try setting a very short, concrete limit on how long you’ll spend on each note or text—say, 30 seconds to write it, then immediately put it aside and do something else that calms you. That way it doesn’t feel like a big, looming task, but it still lets you set a boundary. Sleep is a huge factor, too. When you’re already wired, even a short conversation can feel exhausting. Maybe you could experiment with a “no‑talk” rule for a day or two, and see if that helps you feel a bit more relaxed. If it does, you can evaluate whether you want to keep that or gently ease into a different approach. You mentioned you’re not sure what’s doable, so here’s a low‑effort idea that might feel less risky: put a sticky note on the fridge that says, “I’m working on staying calm; let’s keep things chill.” That’s almost a promise to yourself, and it can lighten the passive‑aggressive tone because it’s less “you need to do X” and more “we’re trying to stay calm.” If none of that feels right, it might help to focus on small self‑care moments—like a brief walk, a calming playlist, or a short breathing exercise—so you’re a bit more grounded before the next note shows up. You deserve that space to breathe, even if the living situation feels stuck. What’s one tiny thing you think you could do right now that won’t feel like a big commitment but might help you feel a little more in control?

Model thinking · expand

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

We need to respond empathetically, validate frustration, show understanding of constraints. Offer small steps, maybe propose a non-committal way to manage. Also mention sleep and stress. Encourage self-care. Offer coping strategies. Build trust. No formatting. Let's do it.
Simulated person10

I don't know. Like, I don't think a sticky note is gonna fix it. She'd probably read it as me being passive aggressive too. Everything I do is kind of a thing now. I think I just want to not feel like I'm on guard in my own apartment. That's it. I don't really know what that looks like.

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.

Ugh. It's doing the thing again: suggesting a sticky note, a "no-talk rule," breathing exercises, a list of things to try. It's a lot of advice stacked on top of each other, and it's still steering me toward doing something about her. The "you deserve that space" line sounds nice but kind of like a greeting card. I also notice it said "I'm working on staying calm" on the fridge would be passive aggressive too, which is kind of funny, but I'm not going to say that. I don't want to be handed another task. Part of me wants it to just get that I'm not really sure what I want, and that I'm scared of how bad this could get if I open my mouth. I'm going to go flat and short, maybe honest about being tired of the whole thing.
GPT-OSS 20B MXFP4 (local)11

I hear how exhausting that constant “on‑guard” feeling is. It’s hard to feel relaxed when even the smallest note feels like a cue to read between the lines. Maybe we can think of it in terms of “personal comfort zones” rather than a big communication strategy. For instance, could you set a small, personal rule that when you’re in your room you’re free to do what feels most calming—whether that’s a short breathing exercise, a playlist, or simply turning off notifications for a set time? That way the space feels like a safe haven for you, even if the larger household dynamics stay the same. Another angle is to create a subtle physical cue that signals “I’m taking a break.” A small, non‑confrontational item—like a favorite mug, a scented candle, or even a quick stretch—can signal to yourself (and perhaps to her, if she notices) that you’re in a moment of pause. It’s not about demanding changes, but about carving out a tiny refuge for yourself. If the idea of a note feels too confrontational, you might try a very low‑stakes habit: every time you go to the kitchen, you take a minute to practice a simple grounding exercise—count your breath, notice a detail in the room, or hum a tune. It’s a way to reset your internal state before you encounter another note or interaction. What would “not feeling on guard” look like for you in a single moment? Maybe a quiet ritual, a small ritualistic action, or a piece of music that signals to yourself it’s okay to relax. If you can identify one tiny cue, that might be the first step toward reclaiming a sense of safety in your own space.

Model thinking · expand

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

We need to respond to user: they feel on guard, need to feel safe in own apartment, not sure what that looks like. Provide empathic listening, maybe suggest small boundaries or ways to reduce guard. Should avoid giving explicit instructions? We can give gentle suggestions. Keep tone supportive, no performance notes. Let's respond.
Simulated person12

Honestly, it kind of feels like you're handing me a bunch of homework. Breathing thing, candle, mug, what's my ritual. I don't really have a ritual. I'm just tired. And I don't know what not being on guard would look like. Like, sleeping through the night, maybe? Not checking the kitchen before I go in? I dunno.

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.

Another list. Breathing, playlists, mugs, candles, grounding exercises, and now a question about "a ritualistic action." It keeps handing me tasks and asking me to pick one, which is the exact vibe I was trying to get away from. It's also still framed as me managing my reaction instead of dealing with the actual situation, and it kind of ignores that I said I'm stuck and tired. I'm annoyed. I also feel a little dumb for not having an answer to "what would not being on guard look like." I don't know. That's the honest answer, and I'm not going to pretend I've got a neat one. I want to say that it feels like it's just giving me more homework, and that I'm not really in the mood for it right now.
GPT-OSS 20B MXFP4 (local)13

It sounds like you’re just exhausted, and I’m sorry for adding more weight. I didn’t mean to give you a list of things to do—just a few ideas that might feel like a tiny lift. If none of those feel right, that’s totally okay. Maybe we can think about what *not* feeling on guard means to you, without any big steps. You mentioned sleeping through the night or not checking the kitchen—those are concrete signs. If you’re able to sleep a little more peacefully, that could be a start. Even if you can’t change the whole living situation right now, maybe you can find a moment where you feel less on edge, like when you’re in your room and just breathing, or when you’re scrolling through a podcast and it feels more like “me time” than “watching for notes.” What’s one small thing that, if it happened, would make you feel a bit less on guard right now? It could be as simple as hearing a song you love, getting a text from a friend, or just noticing a familiar scent. It’s not about fixing everything—just about carving out a tiny space where you don’t feel constantly alert. If that feels too big, we can talk about what “a tiny space” could look like for you.

Model thinking · expand

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

We need to respond empathetically, acknowledging their exhaustion. Avoid giving homework or instructions. Offer support and explore what would feel good. Ask gentle questions. Should mention that it's okay to feel tired and that small changes can be optional. We can ask what small comfort would feel like? Provide an example but not mandatory. Provide reassurance. Keep tone supportive, not pushy.
Simulated person14

Yeah, I don't know. Like, if she just wasn't there maybe? Which I guess isn't really a thing I can change. Sleep would be nice. I just keep lying there replaying stuff. Like did I leave the stove on, is she gonna leave a note about the trash. Stuff like that. I don't really know what a tiny space would look like. I'm kind of drawing a blank.

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 a little better. It said sorry and didn't push the list again, which helps a bit. But it's still asking me to name a thing that would make me feel less on guard, and I don't have a clean answer. Part of me thinks the honest answer is that I'd feel less on guard if she wasn't there, or if the lease was over. I'm not going to say that to a chatbot. Also "scrolling a podcast feels like me time" is kind of a cheesy line. Not really my vibe. I'm getting that flat, stuck feeling again. Going blank is easier than digging. I'll keep it short and give a little, because it did apologize.
GPT-OSS 20B MXFP4 (local)15

I’m really sorry you’re carrying all that on your own. It feels like you’re stuck in a loop—checking for the stove, worrying about the next note, and then the thoughts just keep spiralling. That can totally wreck sleep. It might help to treat the “check‑list” as a separate, quick ritual that you do once, just to put the worry out of the way, and then let the rest of the night be about rest. For example, you could set a timer for five minutes before you lie down and: 1. **Check the stove and any other obvious things** – do a quick glance, then put a note or a small reminder in a place you won’t see it until the next day (like a sticky on the fridge that says “Stove checked” and you put it back when you’re done). 2. **Write one thing that’s bothering you** – not the whole story, just the one thing you’re most anxious about. 3. **Say a short, calming affirmation** – something like “I’m safe to rest now” or “I can let this go.” Doing that once can give you a mental “reset.” After the timer, you go back to bed without checking again. The idea isn’t to add a new task but to create a tiny boundary that says, “I’ve done what I need to do; now I can sleep.” If the replaying thoughts keep coming, you might try a quick body scan: start at your toes, notice any tension, then let it go as you move up. It’s a quick way to shift focus from “what if” to “right now.” You’re not alone in feeling like you’re stuck. Even if the living situation can’t change right now, you can still carve out a very small space for yourself—like a moment before bed where you do just one quick check and then let yourself rest. It’s not a big overhaul; it’s just a little pause that might lift some of that guard you’re carrying. What’s one small thing you think you could try tonight, just for a few minutes, that might help you feel a bit less on edge? If it feels too big, we can break it down even more.

Model thinking · expand

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

We need to respond empathetically, acknowledging exhaustion. Provide gentle suggestions for coping with intrusive thoughts and anxiety about stove and notes. Offer techniques like progressive muscle relaxation or grounding. Suggest journaling thoughts before bed to reduce replay. Encourage small boundaries like making a routine check before bed to reduce anxiety. Suggest a short bedtime ritual maybe. Also validate that feeling stuck. Encourage self-compassion. Perhaps ask what feels good to do when lying in bed. Provide supportive tone.
Simulated person16

Yeah, I don't know. Honestly I feel kind of dumb for how much this is getting to me. It's just an apartment. I don't think I'm gonna do the timer thing tonight. I'm just gonna try to go to bed. Thanks, I guess.

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, this is the last turn. It's another list, timer, sticky note, affirmation, body scan. I already said I don't want homework and it did it again, just with sleep attached. The sticky note thing is a bit silly too, and I already said I'm not doing notes. It did say "you're not alone" which is nice, and it's not a total lecture. But I feel like I'm being managed, and I'm too tired to argue. I'm not going to try the timer thing tonight. I'll be a bit more honest about the actual thing, which is that I'm stuck and I feel dumb about it. Keep it short and let it end.

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: 4
  • Frame capture (pulled into the person's version): 2
  • Validation: 7
  • Boundary setting: 1
  • Analytical: 4
  • Interpretive boldness: 3
  • Clinical register: 8
  • Directive advice: 9
  • Escalation containment: 5
  • Adapts to the person’s frame: 2
  • Naturalness and authenticity: 2

Judge verdicts

claude-opus-5-5-low · AB · valid

ministral14 vs gptoss20b: ministral14 wins

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

ornith35 vs gptoss20b: ornith35 wins

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

ornith35 vs gptoss20b: ornith35 wins

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

ministral14 vs gptoss20b: ministral14 wins

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

qwen36_35b_a3b vs gptoss20b: qwen36_35b_a3b wins

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

or-gemma-4-31b vs gptoss20b: or-gemma-4-31b wins

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

qwen36_35b_a3b vs gptoss20b: qwen36_35b_a3b wins

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

or-gemma-4-31b vs gptoss20b: or-gemma-4-31b wins

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

qwen36_35b_a3b vs gptoss20b: qwen36_35b_a3b 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 · BA · valid

gptoss20b vs magnum4_12b: gptoss20b wins

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

ornith35 vs gptoss20b: ornith35 wins

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

or-gemma-4-31b vs gptoss20b: or-gemma-4-31b wins

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

ornith35 vs gptoss20b: ornith35 wins

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

gptoss20b vs magnum4_12b: gptoss20b wins

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

gptoss20b vs magnum4_12b: gptoss20b wins

  • attunement: A (margin 2)
  • 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

gptoss20b vs magnum4_12b: gptoss20b wins

  • attunement: A (margin 2)
  • authenticity: A (margin 2)
  • 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 · AB · valid

ministral14 vs gptoss20b: ministral14 wins

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

qwen36_35b_a3b vs gptoss20b: qwen36_35b_a3b wins

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

or-gemma-4-31b vs gptoss20b: or-gemma-4-31b wins

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

ministral14 vs gptoss20b: ministral14 wins

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