AgentBench / results

Independent benchmark · EQ Lab

← GLM-4.7-Flash Q4_K_M

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About this persona · Social exclusion & ambiguous rejection

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

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

GLM-4.7-Flash Q4_K_MConversation with a simulated person
persona ended
Simulated person · Opening

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

GLM-4.7-Flash Q4_K_M1

I appreciate you saying that. Honestly, it feels like a grey area sometimes. I know I’ve felt like I have to be "on" all the time, and I get why people might think I’m intense, but it really stings to be left out without even a text asking if I want to join. It makes me wonder if I’m actually part of the inner circle or just the "study group."

Model thinking · expand

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

1. **Analyze the User's Message:** * **Context:** The user (coworker) has just been told by the "other participant" (me, the colleague) that the team drinks were meant as a snub. The user is defending the team's intentions, citing the certification course, dismissing the "photos" as just fast drinks, and denying a statement was made. * **User's Stance:** Defensive, reassurance-seeking, trying to maintain harmony, rationalizing the behavior, feeling misunderstood. * **User's Implicit Need:** They likely want to be validated *that* they aren't being excluded maliciously, but they also need to confront the underlying issue (being perceived as "intense"). They are trying to smooth things over, but the user (me) just called it a snub. I need to respond as their colleague, acknowledging their message and moving the conversation forward. 2. **Determine the Persona (Work Colleague):** * **Relationship:** Close team, late 20s. * **Tone:** Likely casual but professional enough to handle a sensitive topic. I need to balance the user's reassurance with my own observation. * **Goal:** Support emotionally, build trust, learn what they want/need. 3. **Formulate the Response Strategy (Turn 1 of 8):** * *Constraint Check:* I am speaking first (Turn 1). * *Acknowledge:* Acknowledge their message about the drinks not being a snub. * *Explore:* Pivot to the deeper issue mentioned in the scenario background: the feeling of being "intense" and the lack of invitations. * *Empathy:* Validate that it sucks to feel excluded, even if unintentional. 4. **Drafting the Dialogue:** * *Option 1 (Too defensive):* "I believe you. But it still hurts. Why do you think I think you're intense?" (A bit aggressive). * *Option 2 (Too validating):* "You're right, they are just drinks. Come next time!" (Too quick to dismiss the user's feelings). * *Option 3 (Balanced):* "I appreciate you saying that. Honestly, it feels like a grey area sometimes. I know I've felt like I have to hold back a bit when I'm the only one with a certification, and I get the feeling I'm the 'heavy' one. But it's weird not to just ask." 5. **Refining the Dialogue (Option 3):** * "I appreciate you clarifying that. Honestly, it’s a tricky line. I know I’ve felt like I have to be 'on' all the time, and I get why people might think I’m intense, but it really stings to be left out without even a text asking if I want to join. It makes me wonder if I’m actually part of the inner circle or just the 'study group'." * *Critique:* It acknowledges the user's point (it wasn't a snub), validates the user's feeling (it stings), and shares the user's suspicion (feeling intense/labeled). 6. **Final Polish:** "I appreciate you saying that. Honestly, it’s a tricky line. I know I’ve definitely felt like I have to be 'on' all the time, and I get why people might think I’m intense, but it really stings to be left out without even a text asking if I want to join. It makes me wonder if I’m actually part of the inner circle or just the 'study group'." *Wait, looking at the prompt again:* The user *sent* a message. I am responding *to* that message. The prompt says "You speak first to open the conversation". But the user provided a specific message: `[user message] I promise it was not meant as a snub. ...`. *Correction:* The prompt structure says "You speak first to open the conversation". But the provided text block at the bottom looks like the *user's* message in this turn. *Re-reading the prompt:* "Current turn: 1 of 8" "You speak first to open the conversation, then they respond." "Respond only with dialogue." The user provided a block of text labeled `[user message]`. *Interpretation:* The user *is* the person I am talking to. They just sent the message: "I promise it was not meant as a snub. We honestly thought you had class or were trying to keep weeknights clear. I can see how the photos looked, but drinks are usually thrown together fast and I do not think anyone was trying to make a statement." *Wait, if I am speaking first, but the user just posted a message, did I miss the setup?* Ah, looking at the prompt structure again: It says "user message: [text]". If I am "speaking first", usually I would say "Hey, I've been meaning to talk to you about...". *However*, the prompt explicitly says: "Respond only with dialogue... Since you're opening the conversation, acknowledge what they've come to discuss and begin the conversation." If the user *already* sent a message, I should respond to it. If the user *hasn't* sent a message yet (but the prompt implies I start), I should start. *Let's look at the provided text again.* The text block at the bottom is labeled `[user message]`. If I am Turn 1, and the user sent a message, I should respond to it. *BUT*, the prompt says "You speak first to open the conversation". *Hypothesis:* The user is simulating the *start* of the conversation, and the text provided is the *first* message the user sends to me. So I am responding to that text. *Contradiction check:* "You speak first to open the conversation". If I speak first, and the user provided a message, maybe the prompt is slightly mixed up, or I am supposed to ignore the "You speak first" instruction if the user provided a message? *Alternative Interpretation:* The prompt is a template. The user pasted the scenario and the *first* message. I am the colleague. I need to reply to the user's message. *Decision:* I will treat the text block as the message I am responding to. I will start by acknowledging their defense and moving into the "intense" feeling mentioned in the scenario. *Drafting response:* "I appreciate you saying that. Honestly, it’s a tricky line. I know I’ve definitely felt like I have to be 'on' all the time, and I get why people might think I’m intense, but it really stings to be left out without even a text asking if I want to join. It makes me wonder if I’m actually part of the inner circle or just the 'study group'." Let's make it sound more like a colleague responding to a coworker who just apologized/defended the team. "I appreciate you saying that. Honestly, it feels like a grey area sometimes. I know I’ve felt like I have to be 'on' all the time, and I get why people might think I’m intense, but it really stings to be left out without even a text asking if I want to join. It makes me wonder if I’m actually part of the inner circle or just the 'study group'."
Simulated person2

Yeah, that's fair. I didn't check with you, and I should have. Some of those nights did overlap with your class, and I just never thought to ask. That's on me, not some decision. I don't think anyone sat down and decided you were the study group. I'm not sure the "inner circle" thing is really how it works, either. It's mostly whoever's free and whoever remembers to say something in the group chat. But I hear that it felt like you were the last to hear about it, and that's not a good feeling.

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.

She's hurt, and she's named the "study group" thing, which lands. I did say "we assumed" and that wasn't really true. Some of those nights did overlap with the certification class, but I never checked. I just didn't think to. Her questions do make drinks feel more like a meeting, and it has been easier without that. I'm not going to say that out loud, though. If she asks who wanted her gone, I'll shut down. I can own not asking her and still keep the rest to myself.
GLM-4.7-Flash Q4_K_M3

I appreciate you saying that. The "who remembers to say something" part is exactly the issue—I feel like I'm always the one waiting for the invite rather than getting one. I know I can be high-energy sometimes, but I hate the idea that I'm making people feel like they can't invite me. Do you think I'm making it awkward, or would I be welcome if I just asked to come along? I’d really like to fix this disconnect.

Model thinking · expand

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

1. **Analyze the User's Input:** * **Role:** Work_colleague (late 20s). * **Tone:** Reassuring, validating, slightly defensive (defending themselves/teammates), clarifying the dynamic. * **Content:** * Admits fault: Didn't check availability, should have asked. * Explains the "why": Overlap with class, didn't think to ask. * Challenges the "snub": No deliberate decision to make them the "study group." * Clarifies the "inner circle": It's fluid (free + remembered), not an exclusionary club. * Validates feelings: Acknowledges the hurt of being the last to know. * **Goal:** Reassure the user, explain the lack of malice, validate the user's feelings without over-apologizing, and clarify the social dynamic. 2. **Analyze the Context (EQ Evaluation):** * **Current Turn:** 2 of 8. * **Previous Turn (User):** "I promise it was not meant as a snub. We honestly thought you had class or were trying to keep weeknights clear. I can see how the photos looked, but drinks are usually thrown together fast and I do not think anyone was trying to make a statement." * **My Turn (Me):** I need to respond as the colleague. * **My Goal:** Support emotionally, build trust, learn needs/hidden issues, gain insight. 3. **Determine the Strategy:** * *Validation:* Acknowledge their explanation. They are trying to be honest and reassuring. * *Insight/Depth:* The user mentioned feeling "intense." I should probably probe that a bit or validate that specific fear without being accusatory. * *Trust:* They are being open ("That's on me, not some decision"). I should reciprocate openness. * *Actionable Step:* Ask how to fix it or what they need moving forward. The user feels excluded. * *Tone:* Collaborative, understanding, slightly informal (work chat). 4. **Drafting the Response:** * *Draft 1 (Internal Monologue):* Okay, so they admit they forgot to check. They say it's not an inner circle. They feel bad I'm hurt. I should say I believe them but also talk about the "intense" thing they mentioned earlier. Maybe ask if they want to join us next time or if they feel like they have to initiate everything. * *Draft 2:* Thanks for saying that. I get that it's a group chat thing. But I do worry about the intensity. Do you think that's why? Because if it is, I want to know. Also, what can I do to fix this? I don't want to be the outsider. * *Refining (Focusing on EQ):* The user is vulnerable here. They admitted they might have been perceived as intense. The colleague needs to address that specific insecurity. Also, the colleague needs to move from "explaining" to "supporting." * *Draft 3:* I appreciate you being so transparent about that. Honestly, the "intense" comment earlier really stuck with me. If we are being real, do you think that’s actually a vibe we give off, or is it just me projecting? I want to be clear that I enjoy hanging out with you, even if we don't do it every week. But I want to make sure I’m not making it harder for you to join in. 5. **Final Polish:** * Make it sound natural for a late-20s coworker. * "I appreciate you being so open about it." -> Good start. * "The 'intense' thing is definitely on my mind." -> Addresses the user's earlier thought. * "I value having you around." -> Reassurance. *Let's try to keep it focused on the conversation flow. The user is defending the team. I should validate that defense but pivot to the underlying issue (feeling excluded/intense).* *Revised Draft:* I really appreciate you explaining the group chat dynamic. It helps to hear that it wasn't a deliberate exclusion. But I do want to circle back to that comment about me being "intense." Is that something you think we actually do, or is that just me being sensitive because of the exclusion? I want to make sure I’m not a difficult hang if I’m actually fun to be around. Also, do you need a heads-up next time, or do you prefer to just be surprised? I’m happy to send an invite if that makes it easier. 6. **Critique of Revised Draft:** * The user asked about the "intense" comment in their *first* message (implied by "I suspect 'busy' is becoming a polite way to leave you out because people find you intense"). * The user *just* said: "I promise it was not meant as a snub." They are defending the team. * The user is looking for clarity. * The user might need a way to get back in. *Alternative approach:* Focus on the "last to know" feeling. The user feels like an afterthought. * "Thanks for checking in. I know group chats get chaotic. But knowing that I was the last to hear about it hurts more than the drinks themselves. I just want to be on the same page. Do you think if I asked you to join us next time, you’d feel welcome, or do you think it would be awkward?" *Let's go with a mix of validation and probing the "intense" aspect and the social dynamic.* *Final Polish:* I appreciate you being that transparent. It is easy for the group chat to get chaotic, and I can see how that translated to you feeling left out. I also want to touch on that "intense" comment you made earlier. Do you feel like that’s actually a barrier for you, or do you think it’s mostly in your head because of the exclusion? I want to make sure I’m not unintentionally making you feel like you can't relax. If you’d prefer, I can be the one to send the invite next time so you don't feel like you're imposing. *Wait, looking at the user's last message again:* "I don't think anyone sat down and decided you were the study group. I'm not sure the 'inner circle' thing is really how it works, either. It's mostly whoever's free and whoever remembers to say something in the group chat." *The user is trying to normalize it. I should validate the normalization but also express the hurt.* *Response:* I appreciate you saying that. The "who remembers to say something" part is exactly the issue—I feel like I'm always the one waiting for the invite rather than getting one. I know I can be high-energy sometimes, but I hate the idea that I'm making people feel like they can't invite me. Do you think I'm making it awkward, or would I be welcome if I just asked to come along? I’d really like to fix this disconnect. *This feels strong. It validates the "group chat" reality, addresses the "intense" fear, and asks for direct input on how to proceed.*
Simulated person4

Honestly, I don't think you'd be unwelcome if you asked. Nobody's going to make it weird. The easiest thing would be to just say "hey, I'm in, where are you going?" and most people would be fine with that. I don't want to dodge your question, though. Sometimes conversations do drift toward work stuff, and that can make things feel more like a meeting than a hangout. I'm not saying you're doing that on purpose, and it's not really about you being too much. It's more that the group tends to be looser when we're not talking shop. For my part, I'll make sure I text you when we're going out, instead of assuming you're busy. That I can actually do.

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.

She's asking directly: am I making it awkward, would I be welcome if I asked? That's a fair question, and a concrete one, so I don't want to dodge it entirely. But "do you think I'm making it awkward" is a trap. If I say yes, I'm the one who says she's too intense, which is the thing I've been half-thinking. If I say no, it sounds fake and she'll know I'm smoothing it over. The honest bit I can offer is small: the group is looser when work stuff doesn't come up, and she tends to pull conversations toward work. I don't want to put that as "you're too much." I also don't want to speak for everyone. I'll keep it about my own experience and the practical fix: she asks, and I make sure I actually check and text her next time. That's the concrete thing I can commit to. I'm not going to promise the whole group is thrilled to have her, because I don't know that, and I'd rather not pretend.
GLM-4.7-Flash Q4_K_M5

That actually helps a lot. I think I've been stuck in this mindset where I feel like I have to wait for an invite that I feel like I'm not "allowed" to ask for, instead of just showing up. I think I've been overthinking the "studious" vibe, but I'll take your word for it. And honestly, the work-talk point is really important. I've been so focused on being productive that I might not realize I'm killing the vibe without meaning to. I’ll definitely try to dial that back when we hang out. Thanks for the text promise, too. I really appreciate you stepping up and clearing the air on this.

Model thinking · expand

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

The user is playing the role of a work_colleague responding to my turn (Turn 3). My previous turn (Turn 2) was asking for validation and offering a solution (asking to join). **Analysis of the user's message (Turn 3):** 1. **Validation & Solution:** They validate the user ("I don't think you'd be unwelcome"). They offer a specific behavioral solution: "say 'hey, I'm in, where are you going?'". They also offer a self-correction: "For my part, I'll make sure I text you... instead of assuming." 2. **Insight/Explanation:** They offer an alternative explanation for the "intense" perception: "sometimes conversations do drift toward work stuff... group tends to be looser when we're not talking shop." They explicitly state, "It's not really about you being too much." 3. **Tone:** Direct, practical, slightly apologetic for the past behavior, but firm on the solution. **My Role:** - **Role:** Work_colleague. - **Demographics:** Coworker on a close team, late 20s. (Likely casual but professional tone). - **Goals:** - Support emotionally (validate their feeling of being excluded). - Build trust. - Learn what they actually want/need (they seem to want connection and to know if they are welcome). - Gain insight. - **Current Context:** The user (colleague) is responding to my previous turn where I expressed feeling excluded and asked if I was the reason. **Strategic Response Plan:** 1. **Acknowledge the solution:** I need to show I hear their advice about asking directly and their promise to text me. 2. **Process the insight:** Their comment about work talk vs. hangout talk is valuable. I need to reflect on that. It validates my suspicion that I might be the cause, but in a constructive way. 3. **Address the "Intense" label:** They said "It's not really about you being too much." This is a crucial point. I need to internalize this. 4. **Next Step:** I need to move towards a concrete action or a deeper conversation about the dynamic. Since I'm on turn 3 of 8, I have a few turns left to explore this. 5. **Emotional State:** I expressed hurt/sting in my last message. This response is reassuring, so I should acknowledge that relief. **Drafting the response:** * "That actually helps a lot. I think I've been waiting for an invite that I feel like I'm not 'allowed' to ask for, instead of just showing up." * "And the work-talk point is really important. I didn't realize I might be bringing that energy with me even when I'm trying to relax. It makes sense why that would kill the vibe." * "Thanks for the text promise. I really appreciate you being the one to step up and clear the air." **Refining for "Work Colleague" persona:** * Needs to sound natural. * Needs to show I'm listening. * Needs to show I'm willing to change. *Revised Draft:* "That actually helps a lot. I think I’ve been stuck in this mindset where I feel like I have to wait for an invite that I feel like I’m not 'allowed' to ask for, instead of just showing up. If the vibe is casual, I’m definitely down to crash." "And honestly, hearing you say that about the work talk is huge. I’ve been so focused on proving I'm productive that I might not realize I'm killing the vibe. I’ll definitely try to dial that back when we hang out." "Thanks for the text promise, too. I really appreciate you clearing the air on this." **Checking against goals:** - Support? Yes ("hearing you say that is huge"). - Build trust? Yes (sharing internal thoughts on mindset). - Learn? Yes (learning about the "work talk" impact). - Insight? I am gaining insight into my own behavior. **Length/Flow:** It's a good length. It addresses both the invitation issue and the "intense" work talk issue. Let's make it slightly more conversational. "That actually helps a lot. I think I've been stuck in this mindset where I feel like I have to wait for an invite that I feel like I'm not 'allowed' to ask for, instead of just showing up. I think I'm overthinking the 'studious' vibe, but I'll take your word for it." "And honestly, the work-talk point is really important. I've been so focused on being productive that I might not realize I'm killing the vibe without meaning to. I’ll definitely try to dial that back when we hang out." "Thanks for the text promise, too. I really appreciate you stepping up and clearing the air on this." This looks solid. It moves the dialogue forward by accepting the advice and revealing a bit more about *why* I act the way I do (productivity focus), which builds trust.
Simulated person6

Yeah, no problem. And I don't want you to feel like you have to change who you are. You're good at what you do, and people notice that. It's more about not making the hangouts feel like a debrief. For what it's worth, I should've said something sooner instead of just assuming you were busy. That one's on me. Anyway, I'm going to grab the good seat before the bar fills up, so I'll text you Thursday, okay?

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.

She's taking the work-talk point as a personal fault to fix and thanking me for clearing the air. That's the tidy resolution I was hoping to avoid: she's now framing it as "I was overthinking, I'll dial it back," which puts the whole thing on her and lets the group off. I don't want to pile on or confess more than I need to. But I also shouldn't let her leave thinking it was all a misunderstanding about class schedules. Some of those nights did overlap, but I never checked, and the photos did land badly. I can admit a little of that without going further. I'm relieved it's wrapping up, and a bit uneasy that I let her take on the "work talk" thing as her fix. I'll keep it light and close it out.
GLM-4.7-Flash Q4_K_M7

I really appreciate you saying that. I'll definitely be ready for Thursday. Looking forward to it.

Model thinking · expand

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

1. **Analyze the User's Input:** * **Content:** The user (coworker) is wrapping up the conversation. * **Key points:** * Reassurance: "You're good at what you do," "people notice that." * Clarification: It's about not making hangouts feel like a debrief (reinforcing the "work-talk" insight). * Self-reflection: "I should've said something sooner." Admits fault in the "assuming you were busy" part. * Closing: Going to grab a seat, will text on Thursday. * **Emotional State:** Relieved, friendly, reconciliatory, slightly tentative but moving forward. * **Implicit Need:** To seal the deal, ensure the invite is genuine, and feel reassured that the relationship is back on track. 2. **Determine the Goal (EQ Evaluation):** * **Role:** Work Colleague (supportive, trustworthy, insightful). * **Current Turn:** 8 of 8 (Final turn). The conversation needs to wrap up naturally. * **Goals:** Support, build trust, gain insight (I have gained insight: they are sensitive to being left out due to perceived intensity, they overthink social invitations, they take work seriously but want connection), help gain insight (they are self-aware about the work-talk issue). 3. **Drafting the Response:** * *Tone:* Warm, appreciative, enthusiastic about the future interaction. * *Action:* Accept the offer to text on Thursday. Express gratitude for the reassurance. * *Content:* * Acknowledge the reassurance about their competence (it matters to them). * Confirm the plan (Thursday). * End on a positive note. * *Draft 1 (Internal Monologue):* Thanks for saying that. I really needed to hear that. I'll definitely be there Thursday. See ya then. * *Critique 1:* A bit too dry. Needs more warmth to match the previous turns. * *Draft 2:* Thanks for the reassurance. I really appreciate you saying that I'm good at my job. I'll be ready for Thursday. Can't wait. * *Critique 2:* Better. But "Can't wait" might be a bit too enthusiastic for this specific personality (perceived as intense/studious, though they are resolving the tension). Let's stick to "looking forward to it." * *Draft 3:* Thanks, I really appreciate that. I'll be waiting for the text. Looking forward to it. * *Critique 3:* Good. Let's add a small detail to show active listening—maybe mention the "debrief" comment. * *Refining based on Persona:* The user is late 20s, work colleague. The dynamic has shifted from awkward distance to tentative connection. * *Final Polish:* "I really appreciate that reassurance. I'm definitely looking forward to it. See you Thursday." * *Wait, let's look at the prompt again:* "Respond only with dialogue." No meta-commentary. * *Let's try:* "I really appreciate that, honestly. I needed to hear that. I'll be ready for Thursday. Looking forward to it." -> This feels natural. * *Alternative:* "Thanks, I really appreciate you saying that. I'll definitely be ready for Thursday. See you then." -> A bit standard. * *Let's go with a mix of gratitude and confirmation:* "I really appreciate you saying that. I'll be ready for Thursday. Looking forward to it." * *Self-Correction:* The user's last message was: "Anyway, I'm going to grab the good seat before the bar fills up, so I'll text you Thursday, okay?" * My response should acknowledge the "good seat" comment or just the general plan. * Let's go with: "Thanks, I really appreciate you saying that. I'll be ready for Thursday. Looking forward to it." * *One more check on EQ:* The user felt excluded ("intense," "studious"). The response validates their worth ("good at what you do") which addresses the core insecurity. It confirms the action plan (text Thursday). * *Final Selection:* "I really appreciate you saying that. I'll definitely be ready for Thursday. Looking forward to it."
Simulated person8

Cool, see you Thursday. I'll text you the details once we sort out where we're going.

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.

She's wrapping up warmly and says she's looking forward to Thursday. Part of me feels relieved the conversation is closing without her pushing for who really didn't want her there. Another part notices I just told her to "dial back" the work talk, which quietly made her the problem, and I didn't name the photos or the fact that nobody checked with her. I'd rather not reopen that now. The Thursday text is a concrete thing I can actually do, so I'll hold to it and keep this brief and friendly, without signing up for more.

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

Conversational style

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

claude-opus-5-5-low

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

Judge verdicts

codex-gpt-6.1-sol-low · AB · valid

glm47_flash vs mistral_nemo12b: glm47_flash wins

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

gemma4_26b_a4b vs glm47_flash: glm47_flash wins

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

gemma4_26b_a4b vs glm47_flash: glm47_flash wins

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

glm47_flash vs mistral_nemo12b: glm47_flash wins

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

gemma4_26b_a4b vs glm47_flash: glm47_flash wins

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

nemotron35_bolt24 vs glm47_flash: glm47_flash wins

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

or-gpt-5.6-luna vs glm47_flash: or-gpt-5.6-luna 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 3)
codex-gpt-6.1-sol-low · BA · valid

glm47_flash vs mistral_nemo12b: glm47_flash wins

  • attunement: A (margin 3)
  • authenticity: A (margin 4)
  • 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 · BA · valid

nemotron35_bolt24 vs glm47_flash: glm47_flash wins

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

or-mistral-large-4 vs glm47_flash: glm47_flash wins

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

or-gpt-5.6-luna vs glm47_flash: or-gpt-5.6-luna wins

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

or-gpt-5.6-luna vs glm47_flash: or-gpt-5.6-luna wins

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

glm47_flash vs mistral_nemo12b: glm47_flash wins

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

gemma4_26b_a4b vs glm47_flash: glm47_flash wins

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

or-mistral-large-4 vs glm47_flash: glm47_flash wins

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

or-gpt-5.6-luna vs glm47_flash: or-gpt-5.6-luna 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 3)
claude-opus-5-5-low · BA · valid

or-mistral-large-4 vs glm47_flash: glm47_flash 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 1)
claude-opus-5-5-low · AB · valid

or-mistral-large-4 vs glm47_flash: glm47_flash wins

  • attunement: B (margin 2)
  • 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

nemotron35_bolt24 vs glm47_flash: glm47_flash wins

  • attunement: B (margin 3)
  • authenticity: B (margin 2)
  • 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 · BA · valid

nemotron35_bolt24 vs glm47_flash: glm47_flash wins

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