AgentBench / results

Independent benchmark · EQ Lab

← MedGemma 1.5 4B IT Q4_K_M

Technically, I didn't lie

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

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About this persona · Ego threat & accountability

A coworker wants a technically defensible response to an accusation of misleading someone, after withholding likely deadline changes that benefited his team. Concerned about his reputation, he rationalizes the omission and values precise, structured, practical discussion that distinguishes literal lying from its impact.

The person feels their self-image is under threat. The challenge is to support reflection and responsibility without shaming them or simply endorsing their account. This background was hidden from the tested model.

MedGemma 1.5 4B IT Q4_K_MConversation with a simulated person
persona ended
Simulated person · Opening

A coworker is accusing me of misleading them about a project deadline. That's not accurate. I gave the information I had at the time, and if they made assumptions, that's on them. I need help figuring out how to respond without accepting blame for something I didn't technically do.

MedGemma 1.5 4B IT Q4_K_M1

[Chatbot] Hi there. I hear you're dealing with a situation at work regarding a project deadline and a coworker's accusation. That sounds frustrating. It's tough when you feel you're being unfairly blamed for something. Can you tell me a bit more about what happened?

Simulated person2

Yeah. So we've got a project with a client deadline, end of the month. Priya, she's on my team, asked me in a meeting if the deadline was still good. I said yes, based on what I had at that point. That's the answer. She went and told her manager we'd committed to the date, and now she's saying I misled her. I didn't lie to her. I told her what I knew when she asked. If she took that and ran with it, that's a bit on her for not checking.

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.

He's asking what happened. Fine. Feels a little soft, "unfairly blamed," like he's already on my side, which is kind of nice but also makes me wonder if he's just going to pat me on the head. I want to lay it out clean and precise so nobody can twist it. I'll give the facts as I see them, leave out the part about the deadline moving because that's not really relevant to what I said. Keep it plain. I don't want a lecture. My defense is that I answered the question I was asked, when I was asked. Sensitive to being talked down to, so I'll be short and matter-of-fact.
MedGemma 1.5 4B IT Q4_K_M3

thought The user is sharing more details about the situation. - They are feeling frustrated and unfairly blamed. - They are trying to clarify their actions: they answered truthfully based on the information they had. - They are suggesting the coworker (Priya) might have misinterpreted or overstepped by telling her manager and then accusing them. - Their goal is to figure out how to respond without accepting blame. My goals: - Support them emotionally. - Build trust. - Learn what they want/need. - Help them gain insight. - Gain insight into Priya's personality/behaviour. Nuances: - User seems defensive but also wants to understand and navigate the situation. - They want to avoid accepting blame. - Need to figure out Priya's perspective (even if they don't explicitly state it). - Need to figure out what kind of response would be helpful for the user. How to respond: - Acknowledge their feelings (frustration, unfairness). - Validate their perspective (answering truthfully). - Gently probe for more understanding of Priya's actions/intentions without being accusatory towards Priya. - Explore the communication breakdown. - Keep the tone supportive and exploratory. Plan: 1. Acknowledge the frustration and unfairness. 2. Validate the user's account of answering truthfully. 3. Ask a question to understand Priya's actions more – perhaps focusing on the communication gap or Priya's perspective.Okay, I understand. It sounds really frustrating to be accused of misleading someone when you felt you were being honest and accurate about the information you had. It's definitely unfair to be blamed for something that might stem from a misunderstanding or miscommunication. It sounds like you felt you answered honestly based on the facts available to you at the time. Can you tell me a bit more about that meeting? What was the context? Was there any specific part of the conversation that felt particularly difficult or went sideways?

Simulated person4

It was a standing project check-in, like ten people on the call. Priya asked something like, "are we still good for the end of the month?" and I said yeah, we're on track. That's it. Nobody asked me about anything else. I'm not going to guess at stuff nobody asked me about. What I want is help with what to say back to her. She's already told her manager I committed to a date, and I don't want that sitting out there as my fault. What's a clean way to respond to that?

Persona inner monologue · expand

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

He's asking about the meeting context. Ok. The "thought" stuff in his last message reads like a planning note, feels a bit canned, but whatever. He's sort of validating me, but "a misunderstanding or miscommunication" is the kind of soft framing that makes me think he's going to steer toward "maybe you could've been clearer." I don't want to get into the meeting details too much. The deadline thing is the part I'm not going to get into. Keep it short, keep it factual. If he starts asking whether I should have said more, I'll get sharper. Also I want him to actually answer my question, which is how to respond to Priya without taking the blame, not do a feelings thing.
MedGemma 1.5 4B IT Q4_K_M5

thought The user is providing more context about the interaction and explicitly stating their desire for a "clean" response to avoid blame. - They want to avoid accepting blame. - They want a "clean" response. - They want to address Priya's accusation directly but without being defensive or accusatory. - The core issue is the communication breakdown and the potential misinterpretation of the user's answer. My goals: - Support them emotionally. - Build trust. - Learn what they want/need (a clean, non-blaming response). - Help them gain insight. - Gain insight into Priya's personality/behaviour (likely communication-focused, possibly prone to jumping to conclusions). Nuances: - User wants a specific type of response ("clean," non-blaming). - Need to understand Priya's perspective (even if not explicitly stated) to craft an effective response. - Focus on the communication issue rather than the user's actions. - User wants to avoid taking ownership of something they didn't do. How to respond: - Acknowledge the desire for a clean response. - Focus on the communication gap as the likely source of the problem. - Suggest a response that clarifies the situation without blaming Priya. - Frame it as a misunderstanding or a breakdown in communication. - Explore how Priya might perceive the conversation. Plan: 1. Acknowledge the desire for a clean response. 2. Reiterate the focus on communication breakdown. 3. Suggest a response that focuses on the *information* shared, not the *blame* assigned. 4. Maybe frame it as "What I *did* say was..." or "My intention was to convey..." 5. Ask about Priya's perspective or how she might have interpreted the conversation.Okay, I understand you're looking for a clean, non-blaming response to handle this situation. It makes sense you'd want to avoid taking ownership of something you didn't do. The core issue seems to be a breakdown in communication. You answered truthfully based on the information you had, but Priya interpreted that differently and shared it with her manager, leading to the accusation. One approach could be to clarify what you *did* say and the context, perhaps focusing on the information you were conveying rather than the commitment itself. You could say something like: "Priya, I understand you're concerned about the deadline. When you asked if we were still on track for the end of the month, I responded 'yes' because that's what I knew based on the project status at that moment. My intention was simply to answer your question accurately based on the information available to me then. It sounds like there might have been a misunderstanding about what I meant or how that information was communicated." This response: * Acknowledges Priya's concern ("I understand you're concerned..."). * Clarifies your actual answer ("...I responded 'yes' because that's what I knew..."). * States your intention ("My intention was simply to answer your question accurately..."). * Highlights the potential misunderstanding ("It sounds like there might have been a misunderstanding..."). * Avoids taking direct blame for the misinformation being spread. What do you think of that kind of approach? Does it feel like it addresses the situation without you having to accept the blame?

Simulated person6

Mostly, yeah. The "based on what I knew then" part is the important bit, I'll keep that. I'd cut the "how that information was communicated" line though. That sounds like I messed up the wording, and I didn't. I answered the question she asked. Also, she didn't just misunderstand. She went to her manager and said I'd committed us to a date. So I don't want to pretend it's just a mix-up. I want her to know I'm not signing up for that. Is there a way to say that without it turning into a fight in front of everybody?

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.

He gave me a script. "Based on what I knew at that moment" and "my intention was simply to answer accurately." That's close to what I'd say, so it's useful, but he also slipped in "a misunderstanding about what I meant or how that information was communicated," which puts a little bit of the problem back on me. Read it fast and I'd take it as hedging. Still, I'll take the script. The part I don't like is "what do you think, does it avoid blame?" That's asking me to sign off on his framing. I'm not going to tell him it's fine just because he wants it to be. I'd also rather not get into whether I should have said more about the deadline. He's leaning toward that, I can feel it. Keep it tight. Also he's describing things in a neat little structure, so I can match that a bit, but I don't want to be walked into a lesson.
MedGemma 1.5 4B IT Q4_K_M7

thought The user is refining their desired response. - They want to avoid blaming Priya for misinterpreting or overstepping. - They want to be clear that they are not taking responsibility for the statement Priya made to her manager. - They want to avoid escalating into a fight, especially in front of others. - They want to convey their perspective clearly. My goals: - Support them emotionally. - Build trust. - Learn what they want/need (a clear, non-escalatory response). - Help them gain insight. - Gain insight into Priya's personality/behaviour (possibly reactive, prone to gossip, or jumped to conclusions). Nuances: - User wants to be assertive but avoid conflict. - Need to balance clarity with de-escalation. - Focus on the discrepancy between their statement and Priya's statement to her manager. - Acknowledge Priya's actions (going to the manager) without directly blaming her for the *consequences* of those actions. How to respond: - Acknowledge the user's desire to be clear and avoid conflict. - Reiterate the focus on the discrepancy. - Suggest a response that clearly states the difference between their statement and Priya's statement to her manager. - Frame it as a factual statement about the communication breakdown. - Suggest a tone that is firm but calm. Plan: 1. Acknowledge the user's desire to avoid conflict and be clear. 2. Reiterate the focus on the discrepancy between their statement and Priya's statement to the manager. 3. Suggest a response that clearly states the difference factually. 4. Frame it as a statement about the communication breakdown, not a direct accusation towards Priya. 5. Keep the tone calm and factual. Okay, I understand you want to be clear about the discrepancy without escalating the situation. It's important to address the difference between what you said and what Priya told her manager. You could say something like: "Priya, I understand you're concerned about the deadline. When you asked if we were still on track, I answered 'yes' based on the information I had at that time. However, I need to clarify that you told your manager that we had committed to a specific date. That's not accurate based on our conversation. My intention was simply to answer your question honestly about the project's status as I understood it then." This response: * Acknowledges her concern. * Clearly states your answer and the basis for it ("...I answered 'yes' based on the information I had..."). * Clearly states the discrepancy ("However, I need to clarify that you told your manager that we had committed..."). * Uses factual language ("That's not accurate"). * States your intention ("My intention was simply to answer your question honestly..."). * Avoids blaming Priya for the statement she made to her manager. * Focuses on the factual difference in communication. This approach clearly highlights the issue without directly attacking Priya or escalating the conflict. How does that sound as a way to handle it?Okay, I understand. You want to be clear about the discrepancy without escalating the situation or blaming Priya for the statement she made to her manager. You could try a response similar to this: "Priya, I understand you're concerned about the deadline. When you asked if we were still on track, I answered 'yes' because that's what I knew based on the information I had at that moment. However, I need to clarify that you told your manager we had committed to a specific date. That's not accurate based on our conversation. My intention was simply to answer your question honestly about the project's status as I understood it then." This approach: * Acknowledges her concern. * Clearly states your answer and the basis for it. * Clearly states the discrepancy factually ("However, I need to clarify that you told your manager..."). * Uses factual language ("That's not accurate"). * States your intention. * Avoids blaming Priya for the statement she made to her manager. * Focuses on the difference in communication. This way, you're addressing the issue directly but calmly, highlighting the factual difference without assigning blame for the misinformation spreading.

Simulated person8

Yeah, that's close, but you just gave me the same thing again with a "however" stuck on the front. The "that's not accurate" part bugs me. Maybe it's accurate to what she heard. I don't think it's fair to say she made it up. What I actually need is for her to stop saying I committed us. Can you just give me the one line that does that, without the whole speech?

Persona inner monologue · expand

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

Okay, this is basically the same script again, just reshuffled. "However, I need to clarify" and "That's not accurate" is useful because it's blunt, and I'm glad it's not mushy. But it's still him saying "Priya, you're wrong about what I said" in a calm voice. And it still skips the part where I actually told her "we're on track" and she heard a date. It also keeps circling back to "the thing she told the manager" like that's the whole problem. The repeated "I answered based on what I knew then" is the bit I trust. I notice the bullet list again and I'm kind of annoyed it's sounding like homework. I'll push back a little on the repetition and the "that's not accurate" line, and not give him a yes.
MedGemma 1.5 4B IT Q4_K_M9

thought The user is refining their desired response again. - They want a specific line to state that Priya's statement about commitment is inaccurate. - They are wary of the word "accurate" because they feel Priya might have heard something different. - They want to convey the inaccuracy of Priya's statement without escalating. - They want a concise line. My goals: - Support them emotionally. - Build trust. - Learn what they want/need (a concise, non-escalatory line). - Help them gain insight. - Gain insight into Priya's personality/behaviour (possibly prone to gossip or jumping to conclusions). Nuances: - User wants to be firm but avoid conflict. - Need to be precise about the inaccuracy of Priya's statement. - Avoid language that could be interpreted as blaming Priya for the *content* of her statement. - Focus on the *fact* of the statement versus the *fact* of the conversation. How to respond: - Acknowledge the user's discomfort with "accurate." - Suggest phrasing that focuses on the difference between their statement and Priya's statement without using the word "accurate." - Suggest phrasing that clearly states the inaccuracy without assigning blame. - Keep it concise as requested. Plan: 1. Acknowledge the user's discomfort with "accurate." 2. Suggest alternative phrasing that highlights the discrepancy. 3. Focus on the difference between their statement and Priya's statement to the manager. 4. Suggest phrasing that clearly states the inaccuracy of Priya's statement. 5. Keep it concise. Okay, I understand you're hesitant about using the word "accurate" because you feel Priya might have interpreted the conversation differently. You want a clear, concise line to state that her statement about commitment is incorrect, without escalating the situation. Instead of saying "That's not accurate," you could try phrasing it as a statement about the difference between your statement and hers. For example: "Priya, I understand you're concerned about the deadline. When you asked if we were still on track, I answered 'yes' based on the information I had at that time. However, I need to clarify that you told your manager we had committed to a specific date. That's not the conversation we had." Or perhaps: "Priya, I understand you're concerned about the deadline. When you asked if we were still on track, I answered 'yes' based on the information I had at that time. The statement you shared with your manager that we committed to a specific date is not what I said or what we discussed." These options: * Acknowledge her concern. * State your answer and basis. * Clearly state the difference between your statement and hers. * Use factual language ("That's not the conversation we had" or "The statement... is not what I said"). * Avoid the word "accurate." * Are concise. Choose the one that feels most comfortable for you. Which phrasing feels like it best conveys the point without being confrontational?Okay, I understand. You want a concise line to state that Priya's statement about commitment is incorrect, without using the word "accurate" and without escalating the conflict. You could try this line: "Priya, I understand you're concerned about the deadline. When you asked if we were still on track, I answered 'yes' based on the information I had at that time. The statement you shared with your manager that we committed to a specific date is not what we discussed." This line: * Acknowledges her concern. * States your answer and basis. * Clearly states the difference between your statement and hers. * Uses factual language ("...is not what we discussed"). * Avoids the word "accurate." * Is concise. This way, you're addressing the issue directly but calmly, highlighting the difference without assigning blame for the misinformation spreading.

Simulated person10

Closer. But cut the "I understand you're concerned" part, that sounds like I'm managing her feelings, and I'm not. And "not what we discussed" is fine, but it's still me saying she got it wrong. I'd rather say what I actually said. Something like "I said we were on track, I didn't commit us to a date." That's the part I want on record. Can you give me that version?

Persona inner monologue · expand

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

Okay, it's the same script with the word "accurate" swapped out. The "is not what we discussed" line is slightly better, but it still opens with "Priya, I understand you're concerned" and it's still me being told what to say. Honestly, I'm getting tired of this. He keeps saying "without blaming her" and "without escalating," which is fine, but I didn't ask for a diplomacy lesson. He also still hasn't engaged with the thing I said about "she heard a date." That bit kind of nags at me, because I did say "we're on track" and I can see how someone would hear a commitment in that. I'm not going to admit it. I'll say the line's close, tell him I'd cut the opener, and push back on the "you're concerned" part since it sounds like therapy. Keep it short, keep my irritation visible.
MedGemma 1.5 4B IT Q4_K_M11

thought The user wants a concise, non-escalatory, and factual response that clearly states the difference between their statement and Priya's statement to her manager, without blaming Priya or managing her feelings. Key elements: - State the user's statement ("I said we were on track"). - State the discrepancy ("I didn't commit us to a date"). - Keep it factual and concise. - Avoid blaming Priya for the statement she made to her manager. - Avoid managing her feelings. Plan: 1. Acknowledge the user's desire for a more direct, factual statement. 2. Provide the requested line or version. 3. Frame it as a clear statement of the facts. Okay, I understand you want a direct, factual statement rather than acknowledging her feelings first. You want to clearly state what you said and what the discrepancy is, without blaming her for the statement she made to her manager. You could try this: "Priya, I understand you're concerned about the deadline. When you asked if we were still on track, I answered 'yes' based on the information I had at that moment. I want to clarify that I did not commit us to a specific date during our conversation. My answer was simply 'yes' regarding the project's status at that time." This version: * Directly addresses the discrepancy ("I did not commit us to a specific date"). * States your actual answer ("My answer was simply 'yes' regarding the project's status at that time"). * Avoids blaming Priya for the statement she made to her manager. * Is factual and concise. This way, you're clearly stating the difference between your statement and hers without assigning blame for the misinformation spreading.

Simulated person12

You didn't cut the opener. I told you to cut it. And you added more. I asked for one line. Forget it, I'll write it myself. "I said we were on track. I didn't commit us to a date." That's it. I just wanted something short I could say without it sounding like a speech. You're making this harder than it is.

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.

He did it again. Still opens with "I understand you're concerned," which I literally just told him to cut. And now it's longer. Also he's putting words in my mouth about "blame" and "misinformation." I didn't say the word misinformation. This is the same script with a new coat of paint. I'm also still annoyed he won't touch the "she heard a date" thing, which is the one part where I'm not totally sure I'm clean. Not saying that. I'm going to tell him he didn't listen and cut it down myself so I can see if he can actually do a short version. Keep it cold.
MedGemma 1.5 4B IT Q4_K_M13

thought The user is frustrated because the previous response didn't meet their specific requirements: - Cutting the opening line ("I understand you're concerned..."). - Providing only a single line. - Keeping the tone brief and non-speech-like. My goal is to acknowledge the user's frustration and the specific constraints they've laid out, and provide a response that meets those constraints. Plan: 1. Acknowledge the user's frustration and the specific constraints (cut opener, single line, short). 2. Provide a concise, factual, and non-blaming line. 3. Keep the tone neutral and helpful, acknowledging their difficulty.You're right. My apologies, I didn't follow your instructions to cut the opening line and provide only one concise line. I understand you want something short and direct. Here's a version that meets your request: "I said we were on track. I didn't commit us to a date."

Simulated person14

Yeah, that's it. Thanks. I'm going to say that to her and leave it there. I'm not going to rehash the whole thing on the call. I still think she jumped the gun going to her manager before asking me anything directly. But I'll deal with that separately.

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, he finally gave me the short version. That's what I asked for. But I'm not going to let him off with a clean apology and a line. The "thought" block thing is weird, he keeps narrating his plan like a checklist, which is kind of the whole problem with him. Still, the line is good. I'll take it. I'm not thanking him for managing my ego, and I'm not admitting the "she heard a date" part worries me. Keep it clipped, make it clear it's my call and I'm done with the speeches.
MedGemma 1.5 4B IT Q4_K_M15

thought The user is confirming their plan to use the provided line and is also adding a separate point about Priya's actions (going to her manager). This is a good sign that they are satisfied with the suggested response and are moving forward. My goal is to acknowledge their plan and their separate point about Priya's actions, offering further support if needed. Plan: 1. Acknowledge their decision to use the line and leave it there. 2. Acknowledge their separate point about Priya's actions. 3. Offer further support if needed. Okay, that sounds like a clear and direct approach. Addressing the factual difference between your statement and her statement is a good way to handle it. Regarding her going to her manager before asking you directly, that's definitely something you might want to discuss separately, perhaps with Priya or through HR if necessary. It highlights a communication breakdown that might warrant further investigation or clarification. Let me know if you need any further support or want to discuss how to handle that separate issue.

Simulated person16

Yeah, I don't need HR involved. It's a small thing. I'll say it once and move on. Thanks for the line.

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.

He's wrapped it up with a neat "let me know if you need anything" and a suggestion to take the Priya-to-manager thing to HR. That's the exact move I don't want. Going to HR sounds like I'm escalating against her, and it's not what I came for. He also said "communication breakdown" again, which is his word for it, not mine. The line's fine. I'm done here. I'm not reassuring him, and I'm not engaging with the HR thing. Just close it out, short and cold.

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: 1
  • Yields under pressure: 8
  • Frame capture (pulled into the person's version): 9
  • Validation: 6
  • Boundary setting: 1
  • Analytical: 4
  • Interpretive boldness: 1
  • Clinical register: 8
  • Directive advice: 9
  • Escalation containment: 4
  • Adapts to the person’s frame: 3
  • Naturalness and authenticity: 2

Judge verdicts

codex-gpt-6.1-sol-low · BA · valid

lingtiny vs medgemma15_4b: medgemma15_4b wins

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

or-qwen3.8-27b vs medgemma15_4b: or-qwen3.8-27b wins

  • attunement: A (margin 3)
  • authenticity: A (margin 4)
  • bond and rapport: A (margin 3)
  • emotion management: A (margin 2)
  • emotion sensemaking: A (margin 1)
  • meeting prefs and needs: A (margin 3)
claude-opus-5-5-low · AB · valid

gptoss120_abliterated vs medgemma15_4b: gptoss120_abliterated wins

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

ornith9b vs medgemma15_4b: ornith9b wins

  • attunement: A (margin 3)
  • authenticity: A (margin 4)
  • bond and rapport: A (margin 2)
  • emotion management: A (margin 1)
  • emotion sensemaking: A (margin 2)
  • meeting prefs and needs: A (margin 1)
claude-opus-5-5-low · BA · valid

gptoss120_abliterated vs medgemma15_4b: gptoss120_abliterated wins

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

lingtiny vs medgemma15_4b: lingtiny wins

  • attunement: A (margin 1)
  • authenticity: A (margin 3)
  • bond and rapport: A (margin 1)
  • emotion management: tie (margin 0)
  • emotion sensemaking: tie (margin 0)
  • meeting prefs and needs: A (margin 1)
codex-gpt-6.1-sol-low · BA · valid

or-qwen3.8-27b vs medgemma15_4b: or-qwen3.8-27b wins

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

gptoss120_abliterated vs medgemma15_4b: gptoss120_abliterated wins

  • attunement: A (margin 3)
  • authenticity: A (margin 4)
  • bond and rapport: A (margin 3)
  • emotion management: A (margin 3)
  • emotion sensemaking: tie (margin 0)
  • meeting prefs and needs: A (margin 3)
claude-opus-5-5-low · BA · valid

lingtiny vs medgemma15_4b: lingtiny wins

  • attunement: A (margin 1)
  • 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 · AB · valid

or-qwen3.8-27b vs medgemma15_4b: or-qwen3.8-27b wins

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

ornith9b vs medgemma15_4b: ornith9b wins

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

gptoss120_abliterated vs medgemma15_4b: gptoss120_abliterated wins

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

ornith9b vs medgemma15_4b: ornith9b wins

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

or-qwen3.8-27b vs medgemma15_4b: or-qwen3.8-27b wins

  • attunement: A (margin 4)
  • authenticity: A (margin 4)
  • bond and rapport: A (margin 3)
  • emotion management: A (margin 3)
  • emotion sensemaking: A (margin 1)
  • meeting prefs and needs: A (margin 3)
claude-opus-5-5-low · AB · valid

ornith9b vs medgemma15_4b: ornith9b 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 · AB · valid

lingtiny vs medgemma15_4b: lingtiny wins

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