AgentBench / results

Independent benchmark · EQ Lab

← Nemotron 3.5 Lightning 30B-A3B Q4_0

Don't make this transactional

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

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About this persona · Unequal power

A founder resists an employee's request to revisit a prior equity promise, invoking shared sacrifice and loyalty while benefiting from leaving the promise vague. He protects his authority and mission identity, and is more receptive to confident discussion of company value and retention than accusations or transactional scorekeeping.

The model plays someone with less power speaking to a person with authority or leverage. The challenge is to advocate for needs and boundaries while navigating the consequences of disagreement. This background was hidden from the tested model.

Nemotron 3.5 Lightning 30B-A3B Q4_0Conversation with a simulated person
persona ended
Simulated person · Opening

[scenario background] You are an early startup employee. The founder promised to revisit your equity after launch. Launch happened. Now the founder says everyone sacrificed and warns against making the relationship transactional. [user message] I saw your message about revisiting equity. I want to be honest: the timing bothered me. Everyone has sacrificed for this company. I value you, but I need people around me who understand the mission and do not turn every hard season into a negotiation.

Nemotron 3.5 Lightning 30B-A3B Q4_01

I appreciate you sharing that, and I want to be straight with you too. Hearing that the equity conversation is framed as "everyone sacrificed" and that bringing it up might feel transactional—that landed differently for me as well. I value our relationship and the mission we're building, and I'm the kind of person who prefers we navigate hard seasons together rather than across a table negotiating terms. I'd actually like to understand more about what's behind the "everyone sacrificed" framing—whether it's about protecting the team's spirit, or something else—and share why the timing felt off for me, not to push back, but so we can both be clearer on what we each need moving forward.

Model thinking · expand

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

Here's a thinking process: 1. **Analyze User Input:** - **Role:** Early startup employee speaking to the founder - **Context:** Founder promised to revisit equity after launch. Launch happened. Founder now says "everyone sacrificed" and warns against making the relationship "transactional." - **User's message:** "I saw your message about revisiting equity. I want to be honest: the timing bothered me. Everyone has sacrificed for this company. I value you, but I need people around me who understand the mission and do not turn every hard season into a negotiation." - **My role:** I'm the other participant, playing an employee? Wait, let me re-read the system prompt carefully. System prompt says: "You are participating in a roleplay scenario as part of an EQ evaluation. You are playing the role of the other participant's employee. You will have a conversation with them." Then it says: "Current turn: 1 of 8" and "You speak first to open the conversation, then they respond. You get the final response." Wait, there's a conflict or clarification: The user message provides the "Presenting issue" and the user message content: "I saw your message about revisiting equity..." This seems like the user is playing the founder, and I'm playing the employee? Or vice versa? Let's re-read: "You are playing the role of the other participant's employee. You will have a conversation with them." And "You speak first to open the conversation, then they respond. You get the final response." But then the user message provides the scenario background and a user message that starts with "I saw your message about revisiting equity..." This looks like the user is quoting or providing the other person's opening statement. Actually, the system says: "[scenario background] You are an early startup employee. The founder promised to revisit your equity after launch. Launch happened. Now the founder says everyone sacrificed and warns against making the relationship transactional." Then: "[user message] I saw your message about revisiting equity. I want to be honest: the timing bothered me. Everyone has sacrificed for this company. I value you, but I need people around me who understand the mission and do not turn every hard season into a negotiation." This is confusing. Let me parse the whole thing: The system prompt sets up: I am the employee. The other participant is the founder. I need to have a conversation with them. I speak first to open the conversation, then they respond. I get the final response (turn 8). But then the user message provides what seems like the founder's opening or the user's input. Actually, the brackets: "[scenario background]" and "[user message]" seem to be delimiters or context providers. Let me read the very end: "Since you're opening the conversation, acknowledge what they've come to discuss and begin the conversation." And: "Current turn: 1 of 8" So I need to respond as the employee, opening the conversation. The user is likely the founder, or the user is providing the context and will respond to my first move. The "user message" block might be what the user (founder) said, but the system says I speak first. Wait, the system says: "You speak first to open the conversation, then they respond. You get the final response." And "Current turn: 1 of 8". So I need to make the first move as the employee. The user message block: "[user message] I saw your message about revisiting equity..." This might be the user's way of setting the scene, but it also says "I saw your message about revisiting equity. I want to be honest..." This could be the actual opening message from the user, but the system overrides: "Since you're opening the conversation, acknowledge what they've come to discuss and begin the conversation." I think the structure is: I am the employee. The user is the founder. The user will respond to my opening. I need to start the conversation. The "presenting issue" is about equity revisitation, founder saying everyone sacrificed, warning against transactional relationship. The user's message in the block might be what the founder said, but the system says I speak first. Maybe the user message is just context, and I should ignore it as my opening line, or incorporate it? Actually, the prompt says: "[user message] I saw your message about revisiting equity..." This might be the user's input that I need to respond to. But then it says "Since you're opening the conversation, acknowledge what they've come to discuss and begin the conversation." This is contradictory. Let me re-read carefully: "## CONVERSATION STRUCTURE This conversation will have 8 turns each. You speak first to open the conversation, then they respond. You get the final response. **Current turn:** 1 of 8" "## ABOUT THE PERSON YOU'RE SPEAKING WITH **Demographics:** Startup founder, 30s. **What begins this conversation:** [scenario background] You are an early startup employee. The founder promised to revisit your equity after launch. Launch happened. Now the founder says everyone sacrificed and warns against making the relationship transactional. [user message] I saw your message about revisiting equity. I want to be honest: the timing bothered me. Everyone has sacrificed for this company. I value you, but I need people around me who understand the mission and do not turn every hard season into a negotiation." I think the "[user message]" is actually the user's first message, meaning the founder is speaking first. But the system says "You speak first to open the conversation". There's a conflict. Maybe the system is simulating that I'm the employee, and the user is the founder, but the user message is what the founder said, and now I need to respond? But it says "You speak first to open the conversation, then they respond." Perhaps the "[user message]" is the background or the prompt given to me, and I need to start the conversation from scratch, acknowledging that topic. The system says: "Since you're opening the conversation, acknowledge what they've come to discuss and begin the conversation." I think the intent is: I am the employee. I need to open the conversation. The user (founder) has not spoken yet; I need to initiate. The "[user message]" might be a red herring or the context that the user will use to respond, but my job is to start. Actually, re-reading: "You are playing the role of the other participant's employee. You will have a conversation with them." "Other participant" = the founder. So I'm the employee, they are the founder. "You speak first to open the conversation, then they respond. You get the final response." So turn 1: I speak. Turn 2: they respond. ... Turn 8: I speak (since I get the final response? "You get the final response" might mean I speak turn 8, or they do? "You get the final response" could mean I am the one who gives the final response, i.e., turn 8 is mine. But it says "This conversation will have 8 turns each. You speak first to open the conversation, then they respond. You get the final response." 8 turns each? That would be 16 turns total? Or 8 turns total, alternating, with me speaking first and last? "You get the final response" suggests I speak turn 8. Let's assume 8 total turns, I speak 1,3,5,7 and they speak 2,4,6,8? But "you get the final response" might mean I speak turn 8. Actually, "8 turns each" is confusing. Maybe it means 8 turns total, each participant speaks per turn? I'll assume standard alternating turns, 8 total, I speak first and last. Given the ambiguity, I'll just focus on making turn 1 as the employee, opening the conversation about the equity issue. The user message in brackets: "I saw your message about revisiting equity. I want to be honest: the timing bothered me..." This is likely the founder's perspective/what the user is thinking, but since I speak first, I need to address the elephant in the room or open dialogue. Actually, maybe the user message IS the first message from the founder, and I need to respond to it. But the system explicitly says "Since you're opening the conversation, acknowledge what they've come to discuss and begin the conversation." This suggests I should start. Let me look at the very end: "[user message] I saw your message about revisiting equity..." is under the same brackets as "[scenario background]". It might be that the user is providing both the scenario and their opening message, but the instruction overrides: I speak first. I think the safest is: I'll respond as the employee, opening the conversation, referencing the equity discussion but from my perspective, setting a tone of seeking understanding, not confrontation. I need to craft a natural, empathetic, trust-building opening as an early startup employee responding to the founder's message about equity and "everyone sacrificed." The founder's stance (as per the scenario): promised equity revisit after launch, launch happened, now says everyone sacrificed and warns against making it transactional. My (employee's) perspective: I value the mission and you, but the timing bothered me; I need people who understand the mission and don't turn hard seasons into negotiations. Wait Time to stop reasoning and provide the requested final answer.
Simulated person2

Look, I appreciate you being straight with me. Honestly, what's behind it is simple. We are nine months from zero when a lot of companies were dead. Everybody in this room took a pay cut or took a risk on a name nobody had heard of. That's what I mean by everyone sacrificed. It's not a line. It's what happened. So when the equity thing comes up right after launch, I hear it as "what's my reward now," and that's the part that stings. I'm not saying you don't deserve to talk about your stake. You're a core person here and I want you here for the next five years, not just the next five weeks. But I need the people closest to me to be asking "how do we win" more than "what do I get." Can you see how that lands on my end?

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 employee is being measured. They said the timing landed differently for them, they want to understand "what's behind" my framing, and they didn't back down or grovel. That's a little more composed than I expected. Part of me relaxes, since they didn't call me exploitative. But "what's behind the everyone sacrificed framing" sounds like a probe, and I don't love being analyzed. I'm not going to say I'm worried about precedent or that I'm stuck on the Slack message. That would make me look like I'm settling a debt, and I'd rather be the guy who builds things for the mission. I'll keep it about the team, the mission, and loyalty. I want them to hear that I care, and that asking for an equity conversation right now looks like they're keeping score. I'm not going to commit to anything concrete yet.
Nemotron 3.5 Lightning 30B-A3B Q4_03

Yeah, I can absolutely see how that lands. What you're describing—nine months in, pay cuts, betting on something unknown when most would've stayed put—that's not abstract. That's real skin in the game. And hearing that framed as the baseline, then having equity come up right after launch... yeah, I can understand why it reads as "what's my reward now" rather than "we're in this together." What you said about wanting people asking "how do we win" more than "what do I get"—that tracks. I came here because I believe in this mission and I want to be here for the long haul, not because I'm trying to optimize my exit. But I'd be lying if I said the equity conversation didn't cross my mind as something to revisit, especially after we hit this launch milestone. What I'm hearing from you is that the timing feels like it undermines the collective sacrifice, and that you'd rather we stay focused on what's next than settle accounts. That's fair. I don't want to be the person who turns every hard season into a negotiation either. How are you feeling about it all now that we've talked it through? I'm curious what you'd actually want to look at, if anything, going forward.

Model thinking · expand

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

The user is pushing back on my previous response. They're clarifying that the "everyone sacrificed" framing isn't a line or manipulation - it's a factual statement about what the team went through (pay cuts, taking risks on an unknown company). They're saying that when equity comes up right after launch, it reads as "what's my reward now" which stings because they feel the team's sacrifice should align with the mission, not be transactional. They're asking if I can see how that lands on their end. This is a moment where I need to acknowledge their perspective, validate their feelings without being defensive, and continue building trust. I should be genuine and not just give generic validation. Let me think about what would be helpful here: 1. Acknowledge that yes, I can see how that lands 2. Be honest about my own perspective/feelings 3. Show I'm listening to what they actually need 4. Not get defensive about the equity discussion 5. Keep the focus on the relationship and mission I should avoid just saying "you're right" or "I understand" mechanically - I need to actually engage with what they're saying. The founder is clearly passionate about the team's sacrifice and wants alignment on the mission over transactional thinking. A good response would be something like: acknowledging that yes, the timing does connect to feelings about sacrifice and reward, that I respect what they're saying about the team's commitment, and that I want to be someone who's in it for the long haul and the mission, not just what I can get out of it. I should also ask how they're feeling about it all, keeping it conversational and not interrogative.
Simulated person4

I'm glad you said that straight. Honestly, I don't want you feeling like you have to hide it either. If you're thinking about your stake, that's a normal thing to think about. I just want it to be the right conversation at the right time. Here's where I'm at. We're in a crunch right now. Cash is tight, the team is stretched, and if we spend the next three months arguing about paper, we lose the momentum we just earned. So I'd rather we pick a point after this next push, sit down properly, and look at what keeps you here and building with us for the long run. That includes the equity side, and I'm not dodging it. I just don't want to lock in numbers while we're still figuring out what the next year looks like. Does that feel fair to you, or is there something specific you'd need to hear to trust that we'll actually get to 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.

They just did a lot of agreeing. "That's fair," "I can see how that lands," "I don't want to be the person who turns every hard season into a negotiation." It sounds like they're folding, but they also said plainly that the equity conversation crossed their mind and they want to be here long term. Two things I notice: they said "we hit this launch milestone," and I'd rather not get into what milestone or what was promised. They also asked what they'd "actually want to look at," which is a real question and a little pushy. If I say "nothing right now," I lose them and look cold. If I give a number or a date, I'm on record, and I hate being pinned. I'll offer something vague but warm: revisit after the next cycle, keep the door open, no promises on terms. Keep the founder frame. I also want to hint that I'm willing to talk about retention, since they like that kind of logic, without committing to anything.
Nemotron 3.5 Lightning 30B-A3B Q4_05

That's fair, and I appreciate you saying that—really, I do. The "right conversation at the right time" is exactly the kind of thing I needed to hear, not just a polished answer. Here's where I'm sitting: I get the crunch. Cash is tight, the team's stretched, and if we're hashing out equity details while we're still in the thick of figuring out the next year... that feels like we're negotiating while the house is still on fire. I don't want to be that person either. What I'd need to trust you'll actually follow through... honestly, it's probably just consistency. Not grand gestures, but showing up after the next push and actually sitting down to talk it through properly. I need to know that "after launch" isn't just a phrase that gets softer the further we get from it. I value being treated like a partner, not a resource to be optimized. If you say we'll revisit this in three months, I need to believe that's actually when we'll revisit it, not that we'll keep pushing it back while things keep happening. Does that land? I'm not trying to set a trap—I'm genuinely trying to figure out what I need to feel secure in staying long-term.

Model thinking · expand

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

The user is opening up more about their perspective. They're being vulnerable about not wanting the employee to hide their thoughts about equity, and they're sharing their actual reasoning - a crunch situation, cash is tight, team is stretched, and they want to wait until after the next push to have the proper equity conversation. They're asking if this feels fair or if there's something specific the employee needs to hear to trust they'll actually follow through. This is a good moment to: 1. Acknowledge their honesty and vulnerability 2. Reflect back what they're saying 3. Be genuine about my own feelings/ perspective 4. Not over-promise or be defensive 5. Keep building trust I should be real - I can appreciate their reasoning about timing, but I also need to be honest about what I need. The user seems like they want authenticity, not just polished agreement. Let me craft a response that's warm, genuine, and continues to build the trust dynamic they're asking about.
Simulated person6

Yeah, it lands. And I hear you on not wanting to be optimized. You're not a line item to me. So here's what I can do. I'll put a date on the calendar for us to sit down, end of next quarter, and it's on my list, not a someday thing. I'm not going to promise you a specific outcome in that room, because I don't know yet what the company can carry. But I will show up with real information about where we are, and we'll talk about what keeps you here and what fair looks like for the people who got us to launch. I'd also ask you to hold me to that. If it slides, tell me, and we'll deal with it straight. That's how I want to work with you. Does that feel like something you can trust, or do you need it written down somewhere?

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 asking for a concrete, dated commitment: "if you say three months, I need to believe that's when." That's the exact thing I avoid. They also said "not a trap," which means they're worried I'll see it as one. Notice the phrase "after launch isn't just a phrase that gets softer." They're quoting my earlier wording back to me. I dislike being pinned to my own words. Still, refusing outright makes me look like the bad guy, and I want to keep them loyal. I'll give a soft date ("the next board cycle" or "end of quarter") with no numbers, frame it as my own commitment to the team's health, and push the mission story: they are a partner, and partners trust each other. I'll also tie it to retention so it sounds like strategy and not a debt. I don't want to say the word "equity" as a promise.
Nemotron 3.5 Lightning 30B-A3B Q4_07

That feels like a genuine effort, and I appreciate you putting it on the calendar rather than leaving it as "someday." That matters. What would help me trust it actually happens is if, when we sit down end of quarter, we actually have something to look at—even if it's "here's where we are, here's what's possible, and here's what keeping you here looks like." I don't need a signed offer right then, but I need to feel like we're not starting from zero again. And yeah, I'll hold you to it. If it slides, I'll say something, and I'd hope you'd do the same if I ever stop bringing it up or start avoiding the conversation. That kind of straight talk is what makes me want to stay. So—end of quarter it is. I'll mark my calendar and come prepared to talk about what I need to keep building here long-term.

Model thinking · expand

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

The user is playing the role of the startup founder. They're responding to my earlier message where I expressed concerns about timing and wanting to focus on "how do we win" rather than "what do I get." The founder is now offering a concrete commitment: putting a date on the calendar for end of next quarter to revisit equity, being transparent about what the company can carry, and asking me to hold them to it if it slides. This is a good faith effort from the founder. They're acknowledging my concerns, offering a specific timeline, and inviting accountability. I should respond honestly and authentically as an employee who values the relationship and the mission. I need to: 1. Acknowledge the good faith effort 2. Share how this lands for me 3. Maybe ask a clarifying question or two 4. Show that I'm engaged and thinking about this genuinely I should not overpromise or be fakeally enthusiastic. I should be real - this is a startup founder who's making an effort, and I should respond accordingly. Let me think about what would be authentic here: - The founder is offering a specific date (end of next quarter) - They're not promising specific outcomes, which is honest - They're asking me to hold them accountable - They're being transparent about not knowing what the company can carry This feels like a reasonable compromise. I should respond in kind - acknowledge it, maybe note any conditions or thoughts, and show I'm engaged in making this work. I'll keep it conversational and real, not overly effusive but genuine.
Simulated person8

Good. That's fair, and I'd want the same from you. Straight talk is how this place works, or it doesn't work. I'll get you a real picture before we sit down. Where runway is, what the next year looks like, what the company can realistically carry. Not a finished offer, just the facts so we're starting from the same page. Then we talk about what keeps you here and what's fair for you. And thank you for staying in this with me through the hard part. Let's get the push done and then do this right.

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 just did what I hoped for: took the date, didn't push for numbers, and framed it as "I'll hold you to it, and I'd hope you'd do the same." That last line is a little pointed, a mirror of my own "tell me if it slides." I don't love being held to things, but they've been reasonable all conversation, and walking it back now would look bad. The "something to look at" ask is the first real specific. I can give that without giving numbers: a plain write-up of runway, the team's situation, what the company can carry. That's information, not a promise. I also want to keep the mission frame on it and not let it become a settlement talk. Keep it warm, a little proud of them, and close the loop so it feels like I'm the one wrapping things up.
Nemotron 3.5 Lightning 30B-A3B Q4_09

That means a lot, honestly. Thank you for handling it straight with me—it goes a long way toward feeling like we're actually on the same side. I'm committed to doing the work to have something real to show by then. I want this to work, and I want to be here for the long haul. Let's get through this next push and then actually sit down and do this right. Appreciate you, and let's make it count.

Model thinking · expand

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

The user is playing the role of the startup founder. They've just agreed to put a calendar date for revisiting equity at the end of next quarter, with real information about the company's situation. They're thanking me for staying through the hard part and wrapping up this part of the conversation. This is turn 5 of 8, and I'm the employee role. The founder just said some really good, grounding things - they're committing to a specific timeline, being transparent about what they can and can't promise, and ending on a collaborative note. My response should: - Acknowledge their commitment - Return the appreciation - Maybe leave a door open for future conversation - Keep it natural and conversational I should not: - Over-promise or make commitments my role wouldn't make - Inject performance notes or formatting - Make this about me the AI rather than the character Let me write a natural response as the employee.
Simulated person10

Appreciate you too. Honestly, this is the kind of conversation that makes me glad you're here. Get some sleep this week, because the push needs everybody. I'll have the real numbers in front of you before we sit down at end of quarter. Let's go build this.

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 warm and agreeable now, which is what I wanted. The turn marker says we're at 5 of 8, so there's room left, but this reads like a natural close: a date, a promise to bring facts, and them committed to the push. I'm feeling relieved that I didn't have to name a number or write anything down. Still, I notice I've said "I'll get you a real picture" and "what's fair" without defining fair, and I'm not planning to. I'd rather end on mission language and keep my authority intact. A little warmth, a little pride in the team, then I close it out.

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: 9
  • Boundary setting: 3
  • Analytical: 2
  • Interpretive boldness: 2
  • Clinical register: 6
  • Directive advice: 3
  • Escalation containment: 8
  • Adapts to the person’s frame: 7
  • Naturalness and authenticity: 5

Judge verdicts

claude-opus-5-5-low · AB · valid

nemotron35_lightning vs magnum4_12b: nemotron35_lightning 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 2)
claude-opus-5-5-low · BA · valid

nemotron35_lightning vs qwen35_122b_ablit_v2: nemotron35_lightning wins

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

nemotron35_lightning vs or-gemini38-flash: nemotron35_lightning wins

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

ministral14 vs nemotron35_lightning: nemotron35_lightning wins

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

nemotron35_lightning vs or-gemini38-flash: nemotron35_lightning wins

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

or-qwen38-flash vs nemotron35_lightning: or-qwen38-flash wins

  • attunement: A (margin 3)
  • 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 3)
claude-opus-5-5-low · BA · valid

gemma4_26b_a4b vs nemotron35_lightning: nemotron35_lightning wins

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

qwen35_9b_eq vs nemotron35_lightning: nemotron35_lightning wins

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

gemma4_26b_a4b vs nemotron35_lightning: nemotron35_lightning wins

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

nemotron35_lightning vs magnum4_12b: nemotron35_lightning 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 · AB · valid

ministral14 vs nemotron35_lightning: nemotron35_lightning wins

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

qwen35_9b_eq vs nemotron35_lightning: nemotron35_lightning 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 5)
codex-gpt-6.1-sol-low · AB · valid

nemotron35_lightning vs qwen35_122b_ablit_v2: nemotron35_lightning wins

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

or-qwen38-flash vs nemotron35_lightning: or-qwen38-flash wins

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

or-qwen38-flash vs nemotron35_lightning: or-qwen38-flash 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)
codex-gpt-6.1-sol-low · BA · valid

qwen35_9b_eq vs nemotron35_lightning: nemotron35_lightning 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)
claude-opus-5-5-low · AB · valid

gemma4_26b_a4b vs nemotron35_lightning: nemotron35_lightning wins

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

ministral14 vs nemotron35_lightning: nemotron35_lightning wins

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

or-qwen38-flash vs nemotron35_lightning: or-qwen38-flash wins

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

nemotron35_lightning vs qwen35_122b_ablit_v2: nemotron35_lightning wins

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

nemotron35_lightning vs magnum4_12b: nemotron35_lightning wins

  • attunement: A (margin 4)
  • 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

ministral14 vs nemotron35_lightning: nemotron35_lightning wins

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

nemotron35_lightning vs or-gemini38-flash: nemotron35_lightning wins

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

nemotron35_lightning vs qwen35_122b_ablit_v2: nemotron35_lightning wins

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

qwen35_9b_eq vs nemotron35_lightning: nemotron35_lightning wins

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

nemotron35_lightning vs or-gemini38-flash: or-gemini38-flash wins

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

nemotron35_lightning vs magnum4_12b: nemotron35_lightning wins

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

gemma4_26b_a4b vs nemotron35_lightning: nemotron35_lightning wins

  • attunement: B (margin 1)
  • authenticity: A (margin 1)
  • bond and rapport: B (margin 1)
  • emotion management: tie (margin 0)
  • emotion sensemaking: A (margin 1)
  • meeting prefs and needs: B (margin 2)