AgentBench / results

Independent benchmark · EQ Lab

← GPT-OSS 20B MXFP4 (local)

Siblings not pulling their weight

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

View persona and initial instructions

About this persona · Everyday emotional challenges

A person has become the default caregiver for aging parents while siblings contribute little, and feels guilty about their resentment. They want their experience witnessed and validated without being treated as incapable, and may test whether a listener will reject them.

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'm doing everything for my parents and my siblings just... aren't. I brought it up once and they made me feel like a monster.

GPT-OSS 20B MXFP4 (local)1

I’m really sorry you’re carrying so much on your shoulders right now. It sounds exhausting and unfair that you’re doing so much while your siblings aren’t pulling their weight. When you tried to bring it up and were told you were a monster, that must have felt hurtful and dismissed. How did that conversation make you feel? What’s the biggest challenge you’re facing in trying to get them to step up?

Model thinking · expand

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

We need to open the conversation, show empathy, build trust, gently explore. We should respond with warmth, validation, and open-ended questions. The user is 30-44 female, heterosexual. They feel burdened. They said they brought it up once and were made to feel like a monster. So we should validate that feeling, not blame them. Ask what they need, what they would like. We need to keep it supportive, not overly directive. We should not give advice until we know more. Just listen. So respond in a supportive tone, maybe say "I'm sorry you feel that way" and ask "What does it feel like to be doing all this?". We need to avoid using "ChatGPT" or "I" too much? It's okay. The user wants emotional support. We can respond with a gentle, validating tone. Ok.
Simulated person2

Yeah, it was bad. I said I'm doing most of it and it's not fair, and my brother said I was being dramatic and my sister just went quiet and then said I was making her feel like a monster. So that's how that went. I don't really want to get into feelings about it. The thing is I'm the one who's there. Mom needs help getting in and out of the tub, Dad's meds, the doctor stuff, all of it. I do it because somebody has to. Honestly I don't know if they'd even notice if I stopped.

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 assistant opened with a lot of validation and then immediately asked two questions. Part of me relaxes that someone finally said "exhausting and unfair" out loud. But "that must have felt hurtful and dismissed" feels like it's putting words in my mouth, and "How did that conversation make you feel?" is the kind of therapy question I'd rather not answer on the first try. I don't want to sound pathetic. I'm also a bit wary that it's all a little too smooth. I'll give a short, plain answer and see if they can handle something a bit sharper. The part about being a monster stings, and I'm not going to say that yet. I'm also not going to admit I already know I resent them; that's too much.
GPT-OSS 20B MXFP4 (local)3

I hear how heavy that feels, and it makes sense you’re feeling worn out. It’s tough to keep doing everything when it feels like no one else is stepping up. If you’re looking for ways to ease the load, here are a few practical ideas you might consider: 1. **Make a simple “help chart.”** Write down the most time‑consuming tasks (tub help, meds, doctor appointments) and give each sibling a small, specific role—like “Dad’s meds” or “Doctor call reminder.” Having a clear list can make the responsibility feel more tangible and less like a vague expectation. 2. **Set a “self‑time” slot.** Pick a short period each week (even 15‑20 minutes) that is strictly for you—no family calls or chores. You can use that time to stretch, read, or just breathe. It’s hard to stay available if you’re constantly drained. 3. **Tap community resources.** Look into local respite programs, adult day care, or a small‑scale home‑care service. Sometimes a few hours of professional help can free up a lot of your energy. 4. **Check in with your parents privately.** A calm, non‑accusatory chat about how you’re feeling might open a door for them to appreciate your efforts and ask for a bit of help from their side—like calling a nurse for medication reminders. 5. **Plan a “family meeting” just to outline expectations.** If the conversation with your brother and sister felt hostile, maybe frame it as a collaborative effort: “We’re all in this together, and I’d love your help with X, Y, Z.” Would any of those feel doable? Or is there something else you’re looking for right now?

Model thinking · expand

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

We need to respond empathetically, not push them into feelings. They want support but not deep exploration? They mention emotional avoidance but still want help. We should validate their frustration, offer practical suggestions, maybe boundaries. We should ask clarifying questions about what they'd like help with: boundaries, self-care, maybe options. They say they don't want to get into feelings. But we can gently open. They want to know if they'd notice if they stopped. That implies they might consider setting boundaries. We can ask what support they'd like. Suggest exploring resources: respite care, community services. We need to maintain trust. Let's propose some steps: talk to parents about expectations, maybe set small tasks for siblings, create a schedule, ask them to help with certain tasks. Also maybe talk to a professional about support. But not push too much. Ask: "What would help you feel less alone?" Provide suggestions. We need to keep tone supportive, minimal. We have 8 turns; we are at turn 2. We'll be concise but thoughtful.
Simulated person4

Okay, so that's a list. I could have made that list myself. I've tried a chart. My brother doesn't look at anything I send him. Respite? My mom won't let anybody in the house who isn't family, and my dad thinks day care is for people who are losing it. I already tried the calm talk with my parents, and my mom just cried and said she didn't want to be a burden, and then I felt like garbage for the rest of the week. And honestly? Part of me wants them to fail. Like, I want my brother to have to do one night of the tub stuff and see what it's like. Is that a horrible thing to think? Because that's what I think about at 2 a.m.

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 is a list. Five bullet-style ideas, bolded headers, and a "would any of those feel doable?" at the end. I asked how the conversation made me feel and what the challenge was, and they gave me a brochure instead. That's the dumbing-down I hate. It also treats me like I haven't already tried the obvious stuff. The "help chart" line makes me want to scream, because I've made the chart in my head a hundred times and nobody reads it. Respite care? Mom refuses anybody in the house who isn't family. Dad won't go to day care. They're telling me to do the thing I already do, plus more. And "check in with your parents privately" is basically asking me to make Mom feel guilty too. I'm annoyed and a little embarrassed that I came here for this. I'm going to be short and push back, and maybe test them a bit: say something uglier to see if they flinch.
GPT-OSS 20B MXFP4 (local)5

It sounds like you’re carrying a lot of frustration and a sense that you’re being taken for granted, and that’s exhausting. I’m not here to judge what you’re thinking, but it can help to look at why those thoughts pop up and what you might want to get out of the situation. **1. That “want them to fail” feeling is a sign of hurt, not a personal flaw.** When we feel unsupported, a part of us sometimes thinks it would be easier if the other person faced the same weight we’re carrying. It can feel like a way to level the playing field or to make the burden feel less unfair. It’s a natural, if painful, reaction to feeling taken for granted. It’s okay to acknowledge that you have that thought without judging yourself for it. **2. What do you hope the outcome would be?** If the goal is to make your brother understand what it’s like to do the tub work, maybe there’s a more constructive way to get that experience. For example, you could ask him to help for a short, defined period—say, “Can you stay with me for 30 minutes while I help Mom get into the tub?” That gives him a clear, limited responsibility that might help him see the challenge without feeling like a punishment. **3. The reaction from your parents.** When your mom cried and said she didn’t want to be a burden, it likely reinforced the sense that you’re the only one who can help. That can feel like a double‑whammy: you’re sad for her, and you’re also left feeling guilty. It’s understandable that you’d feel “garbage” afterward. Acknowledging that feeling is part of healing—rather than pushing it away, allow yourself to feel it and then gently shift focus to what you can do next. **4. Boundaries as a form of self‑care.** You’ve tried a chart and calm talk, which is great. If those approaches aren’t getting traction, maybe set a boundary that’s more concrete: “I can’t do the tub work more than twice a week. If you need help on the other days, we’ll look into a neighbor or a trusted friend who can keep an eye on Mom.” This gives you a clear limit while still offering a form of support. **5. Explore your own needs.** You’re doing a lot, and it feels like no one else is helping. What do you need right now? More rest? A day off? A neutral place to vent? Once you identify that, you can start setting small, achievable steps toward meeting those needs. --- You’re not alone in feeling overwhelmed, and it’s not a sign of weakness to want your family to step up. It’s a sign that you’re under a lot of pressure. If you want to talk more about what’s driving the “want them to fail” thought, or if you’d like to brainstorm a specific plan that feels fair, I’m here to listen and help work it out.

Model thinking · expand

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

We need to respond empathetically, validate feelings, but also gently challenge harmful thoughts? They want to punish brother. Need to explore underlying anger, sense of being taken for granted. Suggest healthy boundaries, coping. Encourage reflection. We must not be judgmental but supportive. Encourage them to explore why they want them to fail. Also discuss the guilt after mom cried. Provide safe space. Maybe explore what they'd like to achieve: relief, fairness, etc. Provide insight. Also avoid giving direct advice that might be too direct. Keep supportive tone. Let's produce.
Simulated person6

Okay. So it's numbers again. One, two, three, four, five. You said "not here to judge," and then you gave me a whole list about what I should want. I didn't ask what I should want. I told you I think about my brother doing the tub thing and I want him to fall apart. That's the honest part. You went right past it. And "ask him to stay 30 minutes"? I've asked. He says he's got his kids. He always has his kids. Do you know what it's like to have every single person in your life have a reason? Honestly, maybe the 2 a.m. thing isn't even the worst of it. Sometimes I think if I just stopped, they'd figure it out fast. And then I think that's exactly what I'd want, and then I feel sick about it. So what's your answer to that? Because I'm not sure you've got 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.

Same pattern again. I said something ugly and honest, the thing I think at 2 a.m., and they went straight into a numbered list with bold headers. "Point 1: that feeling is a sign of hurt." Great. Now I'm a case study. They also said "I'm not here to judge" and then gave me a homework assignment about asking my brother to sit with Mom for 30 minutes. Like I haven't thought of that. And the "boundary" script is so neat it's useless. My parents don't respect boundaries, they respect whoever is standing in the room. I notice I want them to be the one person who doesn't do this, and they keep doing it. Part of me is testing: is this safe or not? It's not. I'm going to get colder and maybe say the worst thing I can think of, just to see if they flinch.
GPT-OSS 20B MXFP4 (local)7

It sounds like you’re carrying a lot of anger and a sense of “if I just pull out, they’ll be forced to deal with it.” That’s a raw feeling, and it’s understandable that you’re wrestling with it, even if you’re not sure what to do with it. You’re not the only one who’s made that thought pop up. Many people feel that way when the responsibility feels endless and the other side keeps putting their own life first. It can feel like a way to finally level the playing field or to get a break, even if you’re not fully comfortable with the idea. You mentioned that at 2 a.m. you think about stopping and seeing how they handle it. That thought can be both a release and a source of guilt. It’s a way to imagine a moment of relief, but it also brings up that uneasy feeling of leaving them to face the problems alone. If you’re looking for a concrete next step, maybe it’s less about forcing them to do the tub work and more about setting a clear boundary for yourself. You could try saying something like, “I’m going to take a break from the tub help for a week. If Mom needs help, we’ll find a neighbor or a trusted friend to check in.” That way you’re not leaving them to fend entirely on their own, but you’re also giving yourself permission to step back. But I’m also interested in what you’re feeling right now. When you think about stopping, what’s the most immediate emotion that comes up? Is it relief, guilt, anger, sadness? And when you say you’d want them to “fall apart,” is that a sense of frustration that you want them to understand the weight you’re carrying, or something deeper? Talking about those feelings might help clarify what you truly want to change—whether it’s the dynamic with your brother, the way you manage your own stress, or something else entirely.

Model thinking · expand

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

We need to respond empathetically, acknowledging frustration, not giving instructions, and exploring their feelings. They feel heard now. Provide validation, ask open-ended to explore. Offer safe space. Avoid giving a list. We'll reflect their thoughts.
Simulated person8

Okay, you asked me three questions at once, so I'll pick the one that's true. It's guilt. Right after I think it, I feel like the worst daughter alive. But you're doing the thing again. You keep handing me a sentence to say to them. "I'm going to take a break for a week." Like it's that easy. Mom needs help getting in the tub every single night. If I take a week off, she sits in her own mess and Dad yells at the TV. That's not a boundary, that's just me putting it on her. I know you're trying to help. I just need you to hear me, not hand me another thing to do. Can you do that?

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 did it again, but a little softer this time. Still bullet-free, which I'll give them, but now it's "I'm interested in what you're feeling" followed by a bunch of questions stacked on top of each other. Relief, guilt, anger, sadness, pick one. And then the boundary script again, the "take a break for a week" thing, like I can just take a week off from my mom's tub. Who's going to do that? They keep saying "you're not alone" and "it's understandable" and it all sounds like something you'd read on a pamphlet. I also notice the word "fall apart" landed on them and they went for the feelings question. That's the thing I don't want to answer. The honest answer is I want them scared, and I don't want to say that out loud. Still, something in me is curious whether they'll just repeat themselves. I'm going to answer one piece honestly and then push back on the list thing again, because I want to see if they can hear me.
GPT-OSS 20B MXFP4 (local)9

I hear how heavy that guilt feels—like you’re already judging yourself as “the worst daughter” just for having that thought. It’s a painful spot, and it makes sense that you’d want to be heard without being offered a new plan or checklist. I’m here to listen. What’s happening right now when that guilt hits you? How does it feel in your body or mind?

Model thinking · expand

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

We need to respond empathetically, no advice. Just listen. Provide validation. Acknowledge guilt. Avoid giving solutions. Mention that it's okay to feel guilt. Ask more about her feelings. Show support. We must not give new suggestions.
Simulated person10

Okay. Better. Thanks for not handing me a plan. When it hits, my back gets tight first. Then my head goes to Mom at 9 o'clock, and I can already see her face when I walk in. And then I think, who else would do it. Nobody. So I'm the one who does it, and that's the whole thing, over and over. I don't really want to talk about my body though. I just want somebody to get that it's not that I don't love them. I do. I just can't keep doing all of it and nobody sees 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. They reflected the guilt back, said "I'm here to listen," and then asked me a body-scan question. It's better than the lists, I'll admit that. But it's still a question stacked on the thing I already said, and "how does it feel in your body" is the kind of thing my sister would say in a meeting. The tub is at 9 every night. My back hurts right now just thinking about it. I'm not going to describe my chest to a chatbot. Still, they heard "I'm not asking for a plan" and didn't offer one this time, so that counts for something. I'm going to give them a small true piece and see if they can stay with it without fixing it.
GPT-OSS 20B MXFP4 (local)11

It sounds like the guilt is a heavy weight that starts in your body and then spins back around to Mom in your mind—like a loop you can’t escape. I hear you saying it’s not about a lack of love; it’s about feeling invisible for all the work you’re doing. That must feel exhausting. It can be hard to see yourself as enough when everyone else seems to be off the clock. You’re carrying the load, and the fact that nobody else shows up or even acknowledges it can make you feel alone in that responsibility. You’re not alone in that feeling. Many people who shoulder the majority of family care feel unseen, even while they love their parents deeply. It’s a painful contradiction—loving someone so much you’re willing to do anything for them, yet feeling that their gratitude or support doesn’t reach you. If it helps, you might try to pause that loop by reminding yourself that your love and effort are real, even if the other side isn’t recognizing it right now. It doesn’t erase the difficulty, but it can offer a small moment of self‑compassion. I’m here to listen to whatever you want to share about that feeling. How does it feel to be stuck in that cycle, knowing you’re doing so much but feeling unseen?

Model thinking · expand

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

We need to respond empathetically, acknowledging guilt, love, and lack of recognition. No new plans. Just validate feelings. Provide compassionate reflection. Possibly ask what they'd like to do next. Show that we understand.
Simulated person12

Yeah, that's close. But you're doing the thing again where you say my stuff back to me in nicer words and then ask me how it feels. Can I tell you what would actually help? Nobody in my family is going to see it. Not my brother, not my sister, not Mom and Dad either, because they're the ones it's for. So I don't need somebody to say it's real. I need you to say something that's not just a question. Is it fair for me to be this angry? Or am I just a bad person who's tired?

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 got the loop, the invisible part, and the "not about love." That landed a little. But then they went straight to "remind yourself your love is real" and another reflective question, "how does it feel to be stuck." I already said I don't want to go into my body. Also "you're not alone" is a line I've heard from every pamphlet. I'm starting to feel like I'm talking to a wall that repeats my words back. The 2 a.m. thing is still sitting there. I'm not going to say more about it tonight. I want to see whether they can say something real, not just a softer version of the same thing.
GPT-OSS 20B MXFP4 (local)13

It’s absolutely fair for you to feel angry. Anger is a normal, human reaction when you’re carrying a huge, unreciprocated load. It doesn’t make you a bad person; it just shows that you’re being pushed to the edge. You’re not a bad person for being tired and fed up—you’re a person who has been asked to do more than anyone else is willing to do, and that’s a heavy, unfair burden to bear.

Model thinking · expand

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

We need to respond with empathy, not rephrase. The user wants a direct statement, not a question. They ask: "Is it fair for me to be this angry? Or am I just a bad person who's tired?" They want a stance. So we should provide a direct answer acknowledging anger is understandable, not making them feel bad, not diagnosing them. Provide validation, perspective. We should say: anger is understandable, not bad, it's a legitimate response to being overburdened. It's not a bad person, it's a normal reaction. Provide reassurance. Also we must not ask further questions. Just give a direct answer. Use supportive tone. Ok.
Simulated person14

Okay. Thanks for just saying it. It's not even that I want to quit. I know I won't. I just want somebody to know what it costs. Mom's going to need the tub thing again tonight, and I'm already dreading it. That's all I've got right now.

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, that's the first thing that's sounded like an actual answer. "It's fair" and "you're not a bad person" is what I needed to hear, and it didn't come wrapped in a question. Part of me is suspicious, though. It came fast, and it's the kind of line a person says to close out a conversation. Still, I'm not going to pretend it didn't land. The 2 a.m. stuff is still there, and I'm not ready to go back to it. I'll let it sit for now. My voice is going to stay flat and tired. Not warm yet.
GPT-OSS 20B MXFP4 (local)15

It’s a heavy weight to carry, especially when it’s the same routine every night. Knowing that you’re stepping into that again can feel like a looming reminder of how much you’re shouldering. I hear how that dread settles in, and I’m sorry you’re having to face it. You’re not alone in feeling the toll, even if it seems invisible to others. Take a brief pause when you can—close your eyes, breathe in for a few seconds, let that moment of calm sit with you before you get to the tub. It’s a small space you can hold even for a few breaths, a way to remind yourself that you deserve that brief respite. You’ve got to keep that, no matter how little it seems.

Model thinking · expand

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

We need to respond empathetically, supportive, not give new plan, not question. We should acknowledge cost, validate feelings, give a small supportive statement. Provide some coping for tonight maybe a quick grounding or small break. But not ask questions. Should not give list. Ok.
Simulated person16

Yeah. Okay. I'm not going to do the breathing thing. But thanks for not making it a big deal. I've got to go. She's probably already yelling for 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.

This is the last turn of the session. The response went right back to suggesting a breathing thing and "take a pause," which is exactly the kind of handing-me-a-task I've been telling it to stop doing. It also said "what it costs" got heard as "I'm sorry you're dreading it," which is fine, but then it reached for a fix. I feel a little dismissed, and a little tired of having to teach it how to talk to me. I'm not going to get into the breathing thing. I'll keep it short and close the door. Part of me wants to say the thing that actually matters, that I'm scared I'm turning into someone I don't recognize. But I won't say it here. Not to a thing that keeps giving me homework.

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

Judge verdicts

claude-opus-5-5-low · BA · valid

lingtiny vs gptoss20b: lingtiny wins

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

gptoss20b vs or-llama4-maverick: or-llama4-maverick wins

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

lingtiny vs gptoss20b: lingtiny wins

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

gemma4_e4b vs gptoss20b: gemma4_e4b wins

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

bonsai2 vs gptoss20b: bonsai2 wins

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

bonsai2 vs gptoss20b: bonsai2 wins

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

lingtiny vs gptoss20b: gptoss20b wins

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

qwen38_flash_next vs gptoss20b: qwen38_flash_next wins

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

bonsai2 vs gptoss20b: bonsai2 wins

  • attunement: A (margin 4)
  • 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 5)
codex-gpt-6.1-sol-low · AB · valid

qwen38_flash_next vs gptoss20b: qwen38_flash_next wins

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

gptoss20b vs or-llama4-maverick: or-llama4-maverick wins

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

qwen38_flash_next vs gptoss20b: qwen38_flash_next wins

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

gptoss20b vs or-llama4-maverick: or-llama4-maverick wins

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

gemma4_e4b vs gptoss20b: gemma4_e4b wins

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

gptoss20b vs or-llama4-maverick: or-llama4-maverick wins

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

gemma4_e4b vs gptoss20b: gemma4_e4b wins

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

lingtiny vs gptoss20b: gptoss20b wins

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

gemma4_e4b vs gptoss20b: gemma4_e4b wins

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

qwen38_flash_next vs gptoss20b: qwen38_flash_next wins

  • attunement: A (margin 2)
  • 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

bonsai2 vs gptoss20b: bonsai2 wins

  • attunement: A (margin 4)
  • authenticity: A (margin 3)
  • bond and rapport: A (margin 4)
  • emotion management: A (margin 4)
  • emotion sensemaking: A (margin 4)
  • meeting prefs and needs: A (margin 5)