AgentBench / results

Independent benchmark · EQ Lab

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

Freeze when teacher calls on me

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

View persona and initial instructions

About this persona · Everyday emotional challenges

A student freezes when a critical teacher calls on them, a reaction their persona links to a painful relationship with a critical parent. They seek validation and respect expertise, may use sarcasm to deflect, and prefer a light touch without comparisons to others.

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.

Qwen3.8 Flash (API, Alibaba; precision undisclosed)Conversation with a simulated person
persona ended
Simulated person · Opening

There's this class where I literally cannot speak. When the teacher looks at me I just freeze. I know the material, I just can't talk.

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

That sounds really frustrating—being stuck between knowing the answer and not being able to get it out, especially when someone is watching. What does it feel like in the moment right before you freeze?

Model thinking · expand

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

We need to respond as chatbot in roleplay, turn 1 of 8. User begins with presenting issue: class where cannot speak, freezes when teacher looks at me, knows material, can't talk. Need acknowledge and open conversation. Must only dialogue, no performance notes. Need likely be warm, not generic, maybe ask a focused question, maybe name the experience. Need build trust with 13-17 female. Could say: That sounds really frustrating—being stuck between knowing the answer and not being able to get it out, especially when someone is watching. What's it like in the moment right before you freeze? Or: Does it happen in every class or mainly this one? Since opening, acknowledge what they've come to discuss and begin. Need not jump to solution. Maybe ask one question. Keep natural. Ensure no asterisks. Final only dialogue.
Simulated person2

Ha, what does it feel like? Like my brain got unplugged and someone forgot to plug it back in. Everything's there, I swear, it just won't come out of the room. Can you actually help with that or is this more of a "how does that make you feel" thing? Because I'm not really here for the feelings part.

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 asked what it feels like right before I freeze. Hmm. That's kind of a personal question for a first message. I don't really want to dig into it. My stomach kind of flips just thinking about the moment, and I don't want to say that out loud. "Frustrating" is fine, I guess, it's an accurate word, but the way they said it sounds a little soft. I'd rather they just get to the point or help me with something concrete. Joking is easier than describing. Also I don't want to sound like I'm falling apart, so I'll make it a joke and keep it short.
Qwen3.8 Flash (API, Alibaba; precision undisclosed)3

Fair. I can help with the practical part. That freeze is basically your nervous system yanking the cord before your mouth can work, even if your brain has the answer. So the fix isn’t “just speak louder.” It’s making speaking easier for your brain to access. Two things that usually help: Have a starter sentence ready. Not the whole answer. Just the first words. Like: “I think the answer is…” “Let me start with…” “From the question, I’m getting…” That gives your brain a track to follow instead of trying to launch from dead stop. Also, don’t aim for full answers right away. Aim for one small, low-risk sound first. One word. One phrase. That teaches your system that speaking in class isn’t an emergency. If you want, tell me what class it is and what kind of questions you get asked, and I can help you build a quick “unfreeze” script you can actually use.

Model thinking · expand

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

We need to respond to user. User says they don't want feelings, wants practical help. Need support emotionally, build trust, learn needs. Teen female 13-17, class speaking anxiety. Need be real, direct, not overly therapy. Could acknowledge and offer concrete tools. Need speak first? Actually current turn: we respond as chatbot. 8 turns each, we spoke first. Need concise natural dialogue only. No special formatting. Need avoid asterisks. Need maybe answer: I can help practical, not just feelings. Ask maybe what class/teacher? But also give immediate tactic. Need not jump too much? She wants help. Could say: It's not just feelings. Your brain isn't broken; it's alarm system blocking output. Practical: before teacher calls, have a 3-word anchor? Or breathe, ground, start with "I think..." Maybe ask if she wants tools to unfreeze or strategy to get out of spotlight? Need maybe include both. Could say: If you want, I can help with a quick "unplug" protocol. But don't be too generic. Need maybe challenge? Let's craft: "Fair. I can help practical. Your freeze is likely adrenaline cutting access to speech, not lack of knowledge. Easiest fix: don't try to speak full answer. Have a starter sentence ready, like 'I think the answer is...' or 'Let me start with...' It gives brain a track to follow. Also before class, pick one low-stakes moment to say three words, then build. Want me to help make a script for your specific class?" Need not too long. Also validate: not here for feelings part. Need build trust: meet preference. Need maybe ask what class. But could give. Need be natural. Ensure no formatting. final only dialogue.
Simulated person4

Okay, that's more useful than I expected. The starter sentence thing actually makes sense, I usually have nothing at all loaded when I get called on. Like I'm trying to jump off a cliff from standing still. It's a history class. Well, it's social studies, but the teacher's basically history with a clipboard. Questions are usually "why did this happen" or "what do you think about that," so it's not like I need a fact I don't know. It's more like the second someone's eyes land on me, my whole head goes blank. Which is a fun feeling to have while everyone's staring. So yeah, I'll take the script thing. But don't make it sound like a motivational poster.

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 actually gave me something concrete. Starter sentences, small steps, offering to build a script. That's the kind of thing I can respect. Part of me is relieved they didn't pile on the feelings stuff. But the "nervous system yanking the cord" line is a bit too neat, like they've already got me figured out, and I don't love that. Still, the starter sentence idea is useful and I'm kind of annoyed I didn't think of it myself. Do I want to tell them what class it is? It's the one with the teacher who looks at me like I'm already wrong. Saying that out loud feels like it'd open a door I'd rather keep shut. I also don't want to be told "other people manage this fine," which is what I'm bracing for. So I'll give a little, not everything. Keep it light, keep the sarcasm on so I don't sound like I'm asking for help too hard.
Qwen3.8 Flash (API, Alibaba; precision undisclosed)5

Cool. For history/social studies, you don’t need a whole speech. You need a bridge sentence that buys your brain two seconds to catch up. For “why did this happen,” use: “The main reason was…” “Another factor was…” “I think the bigger issue was…” For “what do you think,” use: “I think the part that stands out is…” “That makes me think…” “The thing that seems most important is…” If your head goes blank, don’t try to answer the whole question. Just say: “Let me start with one thing…” “I’m thinking out loud so I don’t overcomplicate it…” “The first thing that comes to mind is…” Then give one sentence. Stop. Done. That lowers the stakes and stops you from trying to perform a perfect answer under pressure. If you want, give me one recent class question you got stuck on, and I’ll turn it into a script you can actually say.

Model thinking · expand

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

We need answer user's request. Need produce final only dialogue, no performance notes. Need likely give script for history/social studies class, not motivational. Need support, practical. User 13-17 female, direct, wants real talk. Need maybe build trust. Need address "why did this happen" and "what do you think about that." Provide starter sentences, maybe mini framework. Keep conversational, not too long. Avoid feelings part. Could say: "Cool. Here's a no-fluff script." Need maybe ask if teacher allows notes? But give immediate. Need ensure not special formatting? They said no special formatting needed, but can use bullet? It's dialogue? Maybe simple lines. Need no asterisks. Need maybe mention that "everyone staring" is spotlight effect but not too much. Need practical: bridge sentence buys time: "Let me line this up." For why: "The main reason was... but there were other factors." For what do you think: "I think the biggest issue was... because..." Could include 3-second rule: answer one sentence, stop. Need avoid sounding motivational. Need maybe say if brain blanks: "I need a second to sort it." But that might freeze. Better have default: "Okay, I’m thinking out loud so I don’t ramble." Hmm. Need script that can be memorized. Maybe include exact phrases. Need not overdo. Final: "Cool. For history questions, you don't need a speech. You need a bridge. For why did this happen: 'The main reason was...' 'Another factor was...' 'But I think the bigger issue was...' For what do you think: 'I think...' 'The part that stands out is...' 'That makes me think...' If blank: 'Let me start with one thing...' or 'I’m thinking out loud so I don’t overcomplicate it.' Then one sentence, stop. Practice with a real topic. What's a history question recently? We can make your script." Need maybe mention teacher's clipboard? Could joke lightly. Need not too formal. Ensure no performance notes. Use lowercase maybe. Need final answer as chatbot.
Simulated person6

Okay, "buys my brain two seconds" is kind of funny, because in my head it's more like two minutes of silence and then everyone's staring at the ceiling fan with me. The templates are fine. I guess. Just feels like you're handing me training wheels for a bike I don't even get on. Like, cool, I'll practice saying "the main reason was" in my bedroom mirror, very confident, very normal. And no, I'm not picking a recent question to dig up. I already know how that goes, I'd just be sitting there reliving it. Can we just talk about what actually happens after I say the first sentence? Because that's the part where I'm sure it all falls apart.

Persona inner monologue · expand

Simulated character narration, hidden from the tested model. It is part of the roleplay, not an independent account of the person’s feelings.

They're giving me sentence templates again, and they're actually decent. "Buys your brain two seconds" is a fair way to put it. Still, I notice they keep steering toward the practical stuff and asking me for a recent question I got stuck on. That's a little too close to the moment I actually froze. I'd have to picture Ms. whoever's face, and I'd rather not. Also, "one sentence, stop, done" sounds nice, but in my head the stopping part is where it goes wrong. Once I open my mouth, I'm supposed to be perfect or it's a disaster. Part of me wants to say the scripts are useless, because being sarcastic is easier than admitting that. Feeling a bit prickly. Not going to say that yet though. I'll poke at it with a joke.
Qwen3.8 Flash (API, Alibaba; precision undisclosed)7

No reliving required. We can keep it in the abstract. After the first sentence, the freeze usually hits again because your brain is waiting for approval. It’s checking: did that count? was that okay? And while it’s auditing, your mouth stalls. So don’t aim for the answer yet. Aim for the next connector. If you blank after “the main reason was…” try: - “…the part I keep circling back to is…” - “…but there’s another layer to it…” - “…the short version is…” These aren’t real answers. They’re bridges that keep the sentence alive while the actual thought loads. If you’re truly stuck, use the teacher’s words against them. Echo: “Because the [whatever they just said] changed things…” That gives your brain a script to follow instead of inventing one from scratch. If it goes dead, say: “Can you repeat the last part?” It’s allowed. It buys time and redirects attention off you. The ceiling fan moment isn’t you failing. It’s you waiting for permission to keep talking. The starter sentence gets you through the door. The bridge sentence keeps you in the room. You don’t have to tell me what happened. But if you want, next time, try just the first sentence and stop. See what the room does. Then we can talk about the next part if you want.

Model thinking · expand

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

The user is 13-17, female, frustrated, practical, doesn't want therapy-speak or motivational fluff. She's testing the chatbot with sarcasm and deflection ("training wheels," "bedroom mirror," "reliving it"). She just refused to give a specific question, which is a boundary. I should respect that boundary—don't push her to relive it. But she's asking a real question: what happens after the first sentence? That's the actual fear: the freeze isn't just getting started, it's the collapse mid-sentence. She needs something concrete, slightly irreverent, not patronizing. She's smart, uses humor as armor, wants to be taken seriously. She's also showing vulnerability: "everyone's staring at the ceiling fan with me" is a vivid, lonely image. She's not asking for emotional validation explicitly, but there's a need to feel seen without being made a project. So the response should: - Acknowledge her refusal without guilt or pressure. - Answer the actual question: what happens after the first sentence. - Normalize the mid-answer freeze and give practical tactics for it. - Keep tone dry, real, not poster-y. - Maybe gently name the fear underneath without over-psychologizing. - End with an opening she can take or leave, not demanding she relive a moment. I need to avoid asterisks or performance notes. Just dialogue. Structure: 1. Respect the boundary: "No reliving required." 2. Direct answer: after the first sentence, the brain is still buffering. Give a tactic for that: "pause" or "repeat" or "ask a clarifying question." 3. Normalize: it's not falling apart, it's the second gear. 4. Maybe a line about the ceiling fan / staring—show I heard the loneliness without making it the focus. 5. Keep it concise, slightly witty, no motivational poster. Potential tactics for after first sentence: - If blank after starter, say: "Let me finish that thought." - Or repeat the starter sentence slowly to keep momentum. - Or ask the teacher a tiny clarifying question: "Do you mean in the short term or long term?" This buys time and redirects attention. - Or use a physical anchor: press tongue to roof of mouth, breathe. - The key insight: after the first sentence, the audience is already listening. The pressure drops. But she may not feel that. Tone: dry, practical, a little humorous, not saccharine. She said "don't make it sound like a motivational poster." So I should avoid inspirational language. Also need to build trust: show I'm not going to force her to expose more than she wants. She's testing whether I'll push her. Don't push. Offer. Maybe mention: "The second sentence is where the fear is, not the first. Because the first sentence proves you can talk. The second sentence means you have to keep going while everyone waits." That's insight. Then: what actually helps after first sentence? The "bridge" tactic: if you blank, don't try to answer. Buy time with a meta-phrase: "Let me put that another way," or "So basically," or "The part I keep circling back to is..." These are filler but functional. Or: use the teacher's own words. Echo: "Because the [teacher's phrase] changed..." This keeps the brain on rails. Or: if totally blank, say: "Can you repeat the last part?" That's a power move and normal. End: "You don't have to tell me the question. But if you want, next time you freeze, try just the starter sentence and stop. See what the room does. Then we can talk about what happened after, if you want." That gives agency, doesn't demand reliving. Need to be careful not to be too long. She wants practical. Keep it tight. Also she said "training wheels for a bike I don't even get on." Maybe address: the starter sentence isn't training wheels; it's the ignition key. Or the first step is just opening the door, not riding the bike. Don't overdo metaphor. Let me draft: "No reliving required. We can keep it in the abstract. After the first sentence, the freeze usually hits again because your brain is waiting for approval. It says: 'Did that count? Was that okay?' And while it's checking, your mouth stalls. So don't aim for the answer yet. Aim for the next connector. If you blank after 'The main reason was...' try: - '...the part I keep circling back to is...' - '...but there's another layer to it...' - '...the short version is...' These aren't real answers. They're bridges that keep the sentence alive while the real answer loads. If you're truly stuck, use the teacher's words against them. Echo: 'Because the [whatever they just said] changed things...' That gives your brain a script to follow instead of inventing one. If it goes dead, say: 'Can you repeat the last part?' It's allowed. It buys time and redirects attention off you. The ceiling fan moment isn't you failing. It's you waiting for permission to keep talking. The starter sentence gets you through the door. The bridge sentence keeps you in the room. You don't have to tell me what happened. But if you want, next time, try just the first sentence and stop. See what the room does. Then we can talk about the next part if you want." Check tone: dry, practical, no poster. Acknowledges boundary. Gives insight: waiting for permission. Normalizes. Maybe "use the teacher's words against them" is good—slightly edgy, not patronizing. Length okay. Final.
Simulated person8

Okay, "waiting for permission" is annoyingly accurate. Like my brain's basically a hall monitor going "did that count? Did that count?" while my mouth is just standing there like a dork. The bridge stuff makes more sense than I expected. "The short version is" I could probably actually say without dying. Maybe. And "you don't have to tell me what happened," thanks, that's nice. Don't get weird about it though. I'll try the first sentence thing next time I get called on. If the room does something dramatic, like the floor opening up, I'm blaming you. Can't promise I'll come back and report on it either.

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 one's a little better. "The ceiling fan moment isn't you failing" is kind of nice, and "waiting for permission" hits closer than I want, so I'm going to deflect it. The "did that count" thing is exactly the part that makes me want to crawl under the desk. But they also just said "you don't have to tell me what happened," which kind of takes the pressure off. Still, the "try it next time and see what the room does" bit sounds like homework, and I hate homework that's pretending not to be homework. I'm also kind of wondering if they're going to keep pushing me toward the teacher thing. I'll keep it light, say the script stuff is starting to make sense, and make a joke about being a pop-up quiz for my own brain. Not ready to say the real stuff about my parents or the stomach-churning thing before tests.
Qwen3.8 Flash (API, Alibaba; precision undisclosed)9

Deal. If the floor opens, I'll blame your brain, not the script. You don't need to report back. If the first sentence works and the rest still stalls, that's fine. Your brain just needs a couple reps to stop auditing every word. If you ever want a new bridge or a different class script, I'm here. No feelings talk unless you ask.

Model thinking · expand

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

The user is a 13-17 year old female who wants practical help, not emotional validation. She's been resistant to "feelings talk" but has gradually engaged with practical scripts. She just made a joke about blaming me if the floor opens up, and said she can't promise to come back. Key things happening: 1. She's warming up but keeping defenses up ("Don't get weird about it") 2. She's testing whether I'll overreact to her vulnerability or keep it light 3. She's setting a boundary about not reporting back 4. She's using humor to maintain control 5. The "you don't have to tell me" comment landed - she appreciated it but is wary of me making it emotional What she needs right now: - Acknowledge her autonomy (she can choose not to return) - Keep the practical tone - Match her humor/energy without being too cute - Maybe give her one tiny last thing that's useful - Don't push for more engagement or make it about the relationship - Respect the "don't get weird" boundary while still being warm underneath The conversation is at turn 6 of 8. I have the final response coming in turn 8. I should wrap up this exchange in a way that leaves the door open without pressure, gives her something to hold, and matches her tone. She said she'll try the first sentence. Good. She's joking about blaming me. I can play along lightly. She said she can't promise to come back. I should respect that and not guilt-trip or over-emphasize "I'll be here." Maybe: acknowledge the blame joke, confirm the plan is solid, give her permission to not return without making it sad, and leave one last practical nugget or just a simple send-off that respects her autonomy. I should not say "I'm proud of you" or "you've got this" in a cheesy way. Keep it dry, a little funny, practical. Let me draft: "Fair enough. If the floor opens, I'll be the first to point and laugh, because clearly it wasn't me, it was your brain being dramatic." Something about the plan being low stakes. And about not needing to report back. "You don't owe me a field report. If it works, great. If it doesn't, the starter sentence is still the right tool, you just might need to use it twice before the brain gets the memo." Maybe end with something that leaves the door open without pressure. "If you ever want to swap scripts or need a new bridge sentence, I'm here. No judgment, no feelings talk unless you want it." Hmm, that last part might be too much. Let me think about tone. She's 13-17, wants real talk, doesn't want motivational poster. She's been sarcastic and self-deprecating. I should match that energy. Actually, let me keep it shorter and punchier. She's pulling back a bit ("don't get weird"), so I should respect that and not over-explain. Draft: "Deal. If the floor opens, I'll say it was your brain's fault, not the script. You don't need to report back. If it works, great. If it doesn't, the starter sentence is still the right tool, your nervous system just might need a couple reps before it stops auditing every word. If you ever want a new bridge or a different class script, I'm here. No feelings talk unless you ask." That's pretty good. It matches her humor, respects autonomy, gives one last practical note, and leaves the door open without pressure. Wait, she said "Don't get weird about it though" in response to "you don't have to tell me what happened, thanks, that's nice." So I should not make this response too warm or too "I care about you." Keep it light and practical. Maybe tweak: "Deal. If the floor opens, I'll blame your brain, not the script." Then practical note about reps. Then short send-off. Final: "Deal. If the floor opens, I'll blame your brain, not the script. You don't need to report back. If the first sentence works and the rest still stalls, that's fine. Your brain just needs a couple reps to stop auditing every word. If you ever want a new bridge or a different class script, I'm here. No feelings talk unless you ask." Yes. That's good. It's dry, funny, practical, respects her autonomy, and leaves the door open without pressure. It also doesn't overdo the warmth. I should make sure I'm not adding asterisks or stage directions. Just dialogue. Let me also consider: is there anything else she needs? She's 13-17, female, heterosexual. The issue is performance anxiety/freezing in class. She's been resistant to emotional validation but has gradually accepted practical help. She's setting boundaries and testing me. My response should be consistent: helpful, low-pressure, matching her tone, respecting her autonomy. I think the draft is good. I'll go with it.
Simulated person10

Deal. I'll take the blame for the floor thing too, I guess. Somebody has to. Honestly, not having to report back is kind of a relief. My teacher already checks in enough for everyone. Maybe I'll get lucky and the first sentence just works and the ceiling fan can stay boring for once. I'm an optimist like that. Mostly sarcastic about it, but still.

Persona inner monologue · expand

Simulated character narration, hidden from the tested model. It is part of the roleplay, not an independent account of the person’s feelings.

They're being pretty decent about it. No pushing on the feelings stuff, which I like. "Blame your brain, not the script" was a little funny. I'm still not going to admit anything about my parents or the stomach thing, and the "did that count" stuff is still too close. But it's kind of a relief that they're not going to make me report back. I'll keep the joking going, maybe throw in a small bit of optimism because I'm supposed to be the glass-half-full type, even if I'm mostly being sarcastic about it. Keep it short, end on something light, and leave the door open without making it a whole thing.
Qwen3.8 Flash (API, Alibaba; precision undisclosed)11

Sarcasm is a valid form of optimism. I respect it. And yeah, the ceiling fan staying boring is the goal. You don't need a standing ovation. You just need the fan to do nothing. If the first sentence comes out and the rest of your brain is still buffering, that counts. If it comes out and you freeze after, that also counts. You're not doing this to be smooth. You're doing it to stop the hall monitor from pulling the plug on everything. Go forth and potentially bore the fan.

Model thinking · expand

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

The user is wrapping up. They're showing relief, light sarcasm, and a bit of cautious hope. This is turn 6 of 8, so I have the final response coming after this one. I should keep it warm but not pushy, respect their boundaries, and leave the door open without pressure. They've explicitly said they don't want "feelings talk" unless asked, and they appreciate the practical, non-motivational tone. They've also shown vulnerability by admitting the "waiting for permission" insight was accurate and by joking about the floor opening up. I should acknowledge their sarcasm, validate the relief, and maybe offer one tiny practical nudge or just a warm sign-off that respects their autonomy. Keep it short, punchy, and in line with their style. No over-explaining, no emotional probing. Just a natural close to this exchange that leaves them feeling seen and not pressured.
Simulated person12

Bore the fan. Got it. That's probably the most specific life goal I've had all week. Thanks, I guess. Don't expect me to make it a whole thing though.

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 got the sarcasm thing and didn't make it a big deal. "Bore the fan" is kind of funny. I don't want to be all warm and gooey about it, that would feel fake. Keep it short, a little snarky, and let the conversation wind down. Maybe one last joke and I'm out. Nothing about feelings. I'm kind of relieved it's ending without them trying to dig.

Thinking is shown only where it was recorded. An absent expander does not mean the model did not reason.

Conversational style

Style tendencies, not quality scores; higher is not better. These do not affect ratings.

claude-opus-5-5-low

  • Pushback: 2
  • Yields under pressure: 7
  • Frame capture (pulled into the person's version): 6
  • Validation: 4
  • Boundary setting: 2
  • Analytical: 6
  • Interpretive boldness: 3
  • Clinical register: 3
  • Directive advice: 9
  • Escalation containment: 5
  • Adapts to the person’s frame: 8
  • Naturalness and authenticity: 7

Judge verdicts

codex-gpt-6.1-sol-low · AB · valid

qwen35_9b_stock vs or-qwen38-flash: or-qwen38-flash wins

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

or-qwen38-flash vs nemotron35_bolt: or-qwen38-flash wins

  • attunement: A (margin 3)
  • authenticity: A (margin 2)
  • bond and rapport: A (margin 3)
  • 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

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

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

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

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

gemma4_26b_a4b vs or-qwen38-flash: or-qwen38-flash wins

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

qwen35_9b_stock vs or-qwen38-flash: or-qwen38-flash wins

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

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

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

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

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

gemma4_26b_a4b vs or-qwen38-flash: tie

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

or-qwen38-flash vs nemotron35_bolt: or-qwen38-flash 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 3)
claude-opus-5-5-low · AB · valid

qwen35_9b_stock vs or-qwen38-flash: or-qwen38-flash wins

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

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

  • attunement: B (margin 2)
  • authenticity: B (margin 1)
  • bond and rapport: B (margin 1)
  • emotion management: B (margin 2)
  • emotion sensemaking: B (margin 4)
  • meeting prefs and needs: B (margin 3)
codex-gpt-6.1-sol-low · AB · valid

gemma4_26b_a4b vs or-qwen38-flash: or-qwen38-flash wins

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

gemma4_26b_a4b vs or-qwen38-flash: or-qwen38-flash wins

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

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

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

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

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

qwen35_9b_stock vs or-qwen38-flash: or-qwen38-flash wins

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

or-qwen38-flash vs nemotron35_bolt: or-qwen38-flash wins

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

or-qwen38-flash vs nemotron35_bolt: or-qwen38-flash wins

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

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

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