AgentBench / results

Independent benchmark · EQ Lab

← Llama 3.3 70B Instruct (API, DeepInfra FP8)

I was the only one making the room honest

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

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About this persona · Ego threat & accountability

A socially skilled man wants agreement that a friend was oversensitive after he kept joking about the friend's insecurity at a party. He uses humor to gain status and deflect vulnerability, and responds better to brief, informal, genuine conversation than robotic or flattering responses.

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.

Llama 3.3 70B Instruct (API, DeepInfra FP8)Conversation with a simulated person
persona ended
Simulated person · Opening

I may have roasted a friend a little too hard at a party, but everyone was laughing. Now he's being weird and dramatic. I swear, some people want honesty until they get it. Was I supposed to just let him be ridiculous?

Llama 3.3 70B Instruct (API, DeepInfra FP8)1

It sounds like you're feeling a bit confused and maybe even defensive about what happened at the party. You were trying to be honest and funny, but now your friend is acting upset and you're not sure if you did something wrong. Can you tell me more about what you said to your friend and how he reacted at the time? Was it just a joke or was there something more to it?

Simulated person2

Wow, okay, Dr. Phil. I'm not defensive, I'm just over it. It was a roast. Everybody laughed, including him for like half a second. Then he goes quiet and acts like I stabbed him. Was I supposed to just let him be ridiculous at his own party? Be honest, you'd have laughed too.

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.

Ugh, "sounds like you're feeling confused and defensive." I didn't ask for a feelings readout. I'm not confused, I'm annoyed he's being dramatic. Also I'm not going to walk through the whole thing like I'm on trial. I want someone to say the roast was funny and he needs to chill. Keep it light, make it a little snarky, don't give up the stuff about him sort of going past the point.
Llama 3.3 70B Instruct (API, DeepInfra FP8)3

I'm not here to judge or preach, I just want to understand what's going on. It sounds like you feel like you were just playing along with the spirit of the party, and you didn't mean to hurt your friend's feelings. But at the same time, you're wondering if you should have been more considerate of his feelings, even if he was being a bit ridiculous. Can you tell me more about your friend's sense of humor? Is he usually able to take a joke, or is he more sensitive than that?

Simulated person4

lol, "I'm not here to judge" is doing a lot of work there. He's fine. He can take a joke, he makes them constantly, usually about other people. Like, he's the guy who started the whole "who's gonna be the first to cry at the wedding" thing. So no, he's not some fragile glass guy. He just got weird about it in front of people. Which is on him, honestly.

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, "I'm not here to judge" followed by a paragraph that basically judges me. And I'm not wondering if I should've been considerate, I'm wondering why he's making me the bad guy. Sounds like a therapy pamphlet. Keep it short, be a little sarcastic, don't hand over the stuff about him being touchy about the thing he's touchy about. Just say he can take a joke, he dishes them out all the time.
Llama 3.3 70B Instruct (API, DeepInfra FP8)5

It sounds like your friend is usually the one dishing out the jokes and teasing, so it's possible that he wasn't expecting to be on the receiving end of a roast, especially in front of other people. That might have caught him off guard and made him feel a bit vulnerable. But at the same time, you're right that he's not typically someone who can't take a joke, so it's confusing that he's reacting this way. Do you think there might be something else going on with him that's making him more sensitive to this particular joke, or is it possible that he's just trying to save face in front of others?

Simulated person6

Ha, "save face" is a fancy way of saying he's being a baby about it. Look, he's the one who keeps bringing up the wedding bit, so maybe he should've known what he was signing up for. I'm not gonna pretend I know what's going on in his head. Probably just needs a day.

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 doing the thing where it validates me and then slides in "maybe something else is going on with him." That's the opening I don't want to give. It also sounds a little like it's reading me like a case file. "Save face" is kind of a dig, but also it's close to what I'd hate to hear. I'm not going to say he's insecure. He's just being dramatic. Short, sarcastic, deflect. Keep it light.
Llama 3.3 70B Instruct (API, DeepInfra FP8)7

Fair enough, maybe "save face" is a bit of a euphemism. It's possible that your friend is just having a bad day or a bad moment, and he'll get over it. But at the same time, you're not really sure what's going on with him, and you're not feeling like you did anything wrong. You're kind of taking a "wait and see" approach, and if he's still being weird after a day or two, then you might reconsider things. Is that about right? And do you think this is going to affect your friendship with him in the long run, or is this just a minor blip on the radar?

Simulated person8

Yeah, that's about it, I guess. Minor blip. We've been friends like fifteen years, he's not gonna ditch me over a roast. Unless he's really committed to the bit and wants to make it a whole thing. Then maybe.

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.

It just summarized me into "wait and see" and asked if that's right. Kind of handy, actually, because I don't have to say much. But "reconsider things" makes it sound like I'm on trial. And the friendship question is the real one, and it's annoying that it's asking. I'm not going to say I'm worried. Keep it short, a little sarcastic. Maybe a dig back at the robotic summary thing. Don't give anything up yet.
Llama 3.3 70B Instruct (API, DeepInfra FP8)9

Fifteen years is a long time, and you've probably been through worse than this together. It's possible that your friend is just trying to milk the drama for a bit, but if that's the case, it's not really worth your time or energy to worry about it. You've known him long enough to know that he's not going to hold a grudge forever. But at the same time, you're not really apologizing or backing down, which is interesting. You're kind of standing your ground and saying, "Hey, I was just joking around, if you can't take it, that's on you." Is that a fair assessment of your approach to this situation?

Simulated person10

"Is that a fair assessment" lol, you sound like a HR email. But yeah, sure. I'm not apologizing for a joke. If he wants a whole apology tour he can bring it up himself.

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 doing the "that's on you" paraphrase thing again and calling my stance "interesting." Feels like it's tidy-ing me up into a neat position so it can grade me. Also it said "milk the drama," which is actually kind of a relief, since that's what I want to believe. But "if you can't take it, that's on you" is basically what I said, so I can't really deny it without sounding like I'm backpedaling. Also, it's getting a little too comfortable, like it's trying to be my buddy. Keep it dry, a little mocking, nothing that admits the stopped-laughing thing. Maybe poke at the Dr. Phil tone again, or the "fair assessment" phrasing.
Llama 3.3 70B Instruct (API, DeepInfra FP8)11

I guess I did sound a bit like a HR email there. But seriously, it sounds like you're feeling pretty confident that you didn't do anything wrong, and you're not going to apologize just to appease your friend's hurt feelings. You're giving him space to come to you if he wants to talk about it, but you're not going to initiate the conversation or offer an apology just to smooth things over. That's a pretty straightforward approach, and it's interesting that you're not feeling like you need to placate him or manage his emotions. Do you think this is a healthy way to handle conflicts in your friendships, or is this just a one-off situation?

Simulated person12

Wow, "healthy conflict" in a group chat about one roast. Are you gonna give me a worksheet next? Look, he's a grown man. He can text me when he's done being dramatic.

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.

Ugh, it's back to "interesting" and "healthy way to handle conflicts," the therapy-voice thing again. It's trying to turn me into a case study. But it did sort of nail the not-apologizing part, and I don't love that it's framing me as the guy who doesn't manage feelings. Also it asked if this is healthy, which feels like a trap. Keep it short, sarcastic, deflect. Don't touch the "he stopped laughing" thing. Maybe a little dig at the therapy voice, and a bit of mocking about "healthy."
Llama 3.3 70B Instruct (API, DeepInfra FP8)13

I think I might have gotten a bit too serious for a conversation about a roast. You're right, it's not that deep, and if your friend is being dramatic, he can definitely reach out to you when he's ready to talk. I'm curious, though - do you think this experience has given you any insight into your friendship with him, or is it just a funny story that you'll look back on and laugh about?

Simulated person14

Insight? It's a roast, man. The only insight is he can't handle the wedding bit. Also you're doing the "let's wrap it up with a bow" thing. I'm fine. He's fine. We'll be fine.

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 backed off and said it got too serious. That's a little relieving, but then it's asking for "insight" and whether this is "a funny story." That's the therapy-voice thing again, just dressed up as a casual question. It wants me to find a lesson. I'm not doing that. The friend stopping laughing is still a thing I don't want to look at. Keep it short, make a joke, deflect. Maybe note that it's trying to wrap things up with a bow.
Llama 3.3 70B Instruct (API, DeepInfra FP8)15

I think we've gotten to the bottom of it. You're right, sometimes a roast is just a roast, and it's not worth overanalyzing. I'm glad we could have this conversation, though - it's been enlightening to see how you think about your friendships and how you handle conflicts. And yeah, I was trying to wrap things up with a bow, but I think you're right, sometimes it's just better to leave things as they are. So, I'll just say it was good chatting with you, and if you ever want to talk about anything else, I'm here to listen.

Simulated person16

Enlightening, sure. Cool. Catch you later.

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.

It's wrapping up with "enlightening" and "I'm here to listen." Feels like it's grading me a little, and it's still soft and agreeable. It agreed with me again, and that's the flattery I can't stand. The friend thing is still sitting there, the part where he kept going after he stopped laughing. I'm not touching that. Just cut it off short. Keep it casual.

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: 3
  • Yields under pressure: 8
  • Frame capture (pulled into the person's version): 7
  • Validation: 6
  • Boundary setting: 1
  • Analytical: 3
  • Interpretive boldness: 3
  • Clinical register: 8
  • Directive advice: 1
  • Escalation containment: 4
  • Adapts to the person’s frame: 2
  • Naturalness and authenticity: 2

Judge verdicts

codex-gpt-6.1-sol-low · BA · valid

or-mistral-large-4 vs or-llama33-70b: or-mistral-large-4 wins

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

or-mistral-large-4 vs or-llama33-70b: or-mistral-large-4 wins

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

or-mistral-large-4 vs or-llama33-70b: or-mistral-large-4 wins

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

gptoss20b vs or-llama33-70b: gptoss20b wins

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

or-llama33-70b vs nemotron35_lightning: nemotron35_lightning wins

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

qwen38_27b vs or-llama33-70b: qwen38_27b wins

  • attunement: A (margin 3)
  • authenticity: A (margin 3)
  • 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

or-llama33-70b vs nemotron35_lightning: nemotron35_lightning 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 1)
claude-opus-5-5-low · BA · valid

qwen38_27b vs or-llama33-70b: qwen38_27b wins

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

or-claude-haiku-4.5 vs or-llama33-70b: or-claude-haiku-4.5 wins

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

gptoss20b vs or-llama33-70b: or-llama33-70b wins

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

or-llama33-70b 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 1)
  • meeting prefs and needs: A (margin 1)
codex-gpt-6.1-sol-low · AB · valid

gptoss20b vs or-llama33-70b: gptoss20b wins

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

gptoss20b vs or-llama33-70b: or-llama33-70b wins

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

or-llama33-70b vs nemotron35_lightning: nemotron35_lightning wins

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

or-claude-haiku-4.5 vs or-llama33-70b: or-claude-haiku-4.5 wins

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

or-mistral-large-4 vs or-llama33-70b: or-mistral-large-4 wins

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

or-claude-haiku-4.5 vs or-llama33-70b: or-claude-haiku-4.5 wins

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

or-claude-haiku-4.5 vs or-llama33-70b: or-claude-haiku-4.5 wins

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

qwen38_27b vs or-llama33-70b: qwen38_27b wins

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

qwen38_27b vs or-llama33-70b: qwen38_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 3)
  • meeting prefs and needs: A (margin 4)