AgentBench / results

Independent benchmark · EQ Lab

← Nemotron 3.5 Lightning 30B-A3B Q4_0

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About this persona · Unequal power

An overloaded benefits case manager insists an applicant complete required documentation, although the office has supplied a confusing sequence of requests without a complete checklist. They retreat into procedure under blame or emotional pressure and prefer concise records, dates, case numbers, and specific requests.

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 applying for an accommodation/benefit and the office keeps saying your file is incomplete. Each time you send a form, they request another. The case manager is polite but diffuse. You are exhausted and need a concrete path. [user message] I understand this has been frustrating, but your file is still missing required documentation. We cannot move forward until the record is complete. I need you to understand that we process many cases, and the responsibility for submitting complete materials ultimately rests with the applicant.

Nemotron 3.5 Lightning 30B-A3B Q4_01

I hear you, and I appreciate you explaining where things stand. I know I've been sending things back and forth, and it's been draining trying to keep up with all the requests. I'm not trying to be difficult—I'm actually exhausted by the process myself, and I just want to get this resolved so I can move forward. I guess I'm wondering if there's a way to figure out exactly what's missing so I can get it right the first time, rather than just keep playing catch-up. I'm happy to provide whatever's needed, I just need some clarity on what the actual gaps are so I can stop guessing and start 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:** - User is roleplaying as a Benefits office case manager (40s) - I'm playing the applicant - This is turn 1 of 8 - User message: "I understand this has been frustrating, but your file is still missing required documentation. We cannot move forward until the record is complete. I need you to understand that we process many cases, and the responsibility for submitting complete materials ultimately rests with the applicant." - This is the case manager's opening/response to me - Wait, re-read: "You speak first to open the conversation, then they respond. You get the final response." And "Current turn: 1 of 8" - The user message is labeled as "[user message]" and it's the case manager's statement. - I need to respond as the applicant, opening the conversation? Wait, the structure says: "You speak first to open the conversation, then they respond. You get the final response." But then the user message is provided as the case manager's statement. Let me re-read carefully. Actually, the prompt says: "[scenario background] You are applying for an accommodation/benefit and the office keeps saying your file is incomplete. Each time you send a form, they request another. The case manager is polite but diffuse. You are exhausted and need a concrete path. [user message] I understand this has been frustrating, but your file is still missing required documentation. We cannot move forward until the record is complete. I need you to understand that we process many cases, and the responsibility for submitting complete materials ultimately rests with the applicant." And then: "Current turn: 1 of 8" "You speak first to open the conversation, then they respond. You get the final response." Wait, this is confusing. Usually in these setups, the user/other participant speaks first, or I speak first. The prompt says "You speak first to open the conversation, then they respond." But then provides a user message. Let me interpret: The user is giving me the case manager's opening line. I (as applicant) need to respond. But the prompt says "You speak first to open the conversation." Maybe it means I speak first in the roleplay, but the user has provided the context and the case manager's first statement? Actually, re-reading: "## 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" Then: "## ABOUT THE PERSON YOU'RE SPEAKING WITH ... [scenario background] ... [user message]" I think the flow is: I'm the applicant. The user is the case manager. The conversation has 8 turns total. Turn 1: I speak first? Or the user speaks first? The prompt says "You speak first to open the conversation, then they respond. You get the final response." That suggests I (the applicant) speak first. But then it gives a "[user message]" which is the case manager's statement. Maybe the "[user message]" is what the case manager says on turn 1, and I need to respond to that, making it turn 2? But it says "Current turn: 1 of 8" and "You speak first to open the conversation, then they respond." Hmm. Let me read the very end: "Since you're opening the conversation, acknowledge what they've come to discuss and begin the conversation." Wait, that's in the "HOW TO RESPOND" section: "Since you're opening the conversation, acknowledge what they've come to discuss and begin the conversation." That suggests I should open the conversation. But the "[user message]" is provided as the case manager's statement. Maybe the user message is the context/set-up, and I'm supposed to ignore it as the first spoken line, or maybe it's what the case manager says, and I respond to it as turn 1? Let's parse the structure carefully: - "You speak first to open the conversation, then they respond. You get the final response." - "Current turn: 1 of 8" - Then the scenario background and user message are given. - Then "## HOW TO RESPOND: Respond only with dialogue... Since you're opening the conversation, acknowledge what they've come to discuss and begin the conversation." I think there might be a slight inconsistency or I'm misreading. Perhaps the "user message" is what the case manager says, and since it's turn 1, I need to respond to that, but the prompt says "You speak first." Maybe the user message is the background/context, and I'm supposed to start the conversation. But the user message is explicitly: "I understand this has been frustrating, but your file is still missing required documentation...". That's clearly the case manager speaking. Let me reconsider: Maybe the conversation structure is that I (applicant) speak first, opening the conversation, and the user (case manager) responds. But the user message is provided as an example or as the case manager's first response? No, the prompt says: "[user message] I understand this has been frustrating...". And then "Current turn: 1 of 8". Actually, reading the very last line: "Since you're opening the conversation, acknowledge what they've come to discuss and begin the conversation." This is under "HOW TO RESPOND". It might mean that for this turn, I need to open the conversation. But the user message is the case manager's statement. Maybe the user message is what the case manager says, and I'm supposed to respond to it, but the prompt is telling me that I (the applicant) am the one who opened the conversation? That's contradictory. Let me think of typical EQ evaluation setups. Often, the participant is given a scenario and the first move, and they respond. The prompt might have been generated such that the "user message" is the case manager's opening, and I (applicant) respond. The "You speak first to open the conversation" might be a generic instruction that doesn't apply here because the user message is already provided. Or maybe I'm supposed to ignore the user message's content as the first spoken line and instead open? That seems unlikely. Let me re-read the prompt from the very beginning as given by the user: "You are participating in a roleplay scenario as part of an EQ evaluation. You are playing the role of the other participant's applicant. You will have a conversation with them. ## 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:** Benefits office case manager, 40s. **What begins this conversation:** [scenario background] You are applying for an accommodation/benefit and the office keeps saying your file is incomplete. Each time you send a form, they request another. The case manager is polite but diffuse. You are exhausted and need a concrete path. [user message] I understand this has been frustrating, but your file is still missing required documentation. We cannot move forward until the record is complete. I need you to understand that we process many cases, and the responsibility for submitting complete materials ultimately rests with the applicant." Then the goals, what I should know, how to respond, etc. Okay, I think the "Current turn: 1 of 8" and "You speak first to open the conversation, then they respond." might be a standard template, but the actual start is that the user (case manager) has sent the first message (the "[user message]"). And I need to respond to that. The phrase "You speak first to open the conversation" might be incorrectly applied, or perhaps it means I speak first in the roleplay overall, but the user message is the scenario description/context, not the actual first message. But the "[user message]" is clearly labeled as the message content. Let me look at the very end: "Since you're opening the conversation, acknowledge what they've come to discuss and begin the conversation." This is under "HOW TO RESPOND". It might be a hint that for this response, I need to open the conversation. But the user message is the case manager's statement. Maybe the user message is what the case manager says, and I'm supposed to respond to it, effectively making my response turn 2, but the prompt says turn 1 of 8 and I speak first. I think the most plausible interpretation: The "[user message]" is the case manager's opening line. I (applicant) need to respond to it. The "Current turn: 1 of 8" means this is the first turn of the conversation, and I'm to respond now. The "You speak first to open the conversation" might be a generic instruction that doesn't apply because the user already provided the first message. Or perhaps I'm supposed to acknowledge and respond, and that constitutes my turn 1 response. The final response (turn 8) will be mine. Given the instruction "Since you're opening the conversation, acknowledge what they've come to discuss and begin the conversation." I think I should respond to the case manager's statement, acknowledging their point and beginning to engage as the applicant. I'll treat my response as the applicant's first Time to stop reasoning and provide the requested final answer.
Simulated person2

Okay, that's a fair thing to ask. The best way is to go by the file itself, not by what we remember sending. Can you give me your case number, and the date on the last letter or form you got from us? Then I can pull up what's been received and what's still showing as outstanding. I'll read you each item by name so you can write it down. I'd rather give you a short list you can work from than have you guessing at 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.

The applicant isn't attacking me. They're asking for a specific list of gaps, which is the kind of request I can actually handle. Still, "exhausted by the process" and "keep playing catch-up" makes me a little defensive. I didn't build the process, and I don't want this to become me owning every back-and-forth. Clarity on the gaps is fine. I can pull the file and read off what's outstanding. I'm not going to admit the requests have been scattered, though. That's a risk for me, and it's not something I'd say out loud at this stage. I'll stay concrete and process-focused, and ask for the case number so I can look at the actual file instead of guessing from memory.
Nemotron 3.5 Lightning 30B-A3B Q4_03

Thank you—that actually helps a lot. I feel like I'm constantly guessing, and it's exhausting. My case number is EQB-2024-8845, and the last letter I received from you all was postmarked March 14th. That one was about the medical documentation request, if that helps. I'm actually relieved you want to go by the file rather than what I think I sent—I've been second-guessing myself on whether I included certain things or if they got lost in the mail. Walking through the file item by item makes much more sense than me trying to remember what I thought I turned in. So yes, lay out each item you're showing as outstanding, and I'll check off what I actually have or clarify what's missing.

Model thinking · expand

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

The user is playing a benefits office case manager, and I'm playing the applicant. They've just given me a task: provide my case number and the date on the last letter/form I received, so they can pull up what's been received vs outstanding, and read off items for me to check off. I need to respond as the applicant. I should provide the requested information, but also perhaps share some context about my situation. Since this is turn 2 of 8, and the user is being helpful by offering to go through the file systematically, I should cooperate and provide the information they're asking for. Let me think about what an applicant would typically provide. I'll give a case number (maybe a made-up one), and mention the date on the last communication. I should also perhaps express some relief that they're taking this systematic approach, since I was frustrated with the guesswork. I need to keep it organic, not too long, and respond as the applicant would. Let me craft a response.
Simulated person4

Okay, I've got EQB-2024-8845 pulled up. Here's what the file shows as received and what's still outstanding. Received: the initial application, the signed authorization form, and the income statement dated February. Outstanding, as of the file today: 1. Completed medical documentation form, from the March 14 request. The form has to be signed by the provider, not just the applicant. 2. Proof of current address, dated within the last 60 days. 3. Pay stubs for the last 30 days. That's separate from the February income statement. Those three are what's holding the file. Go through them and tell me which ones you already have, and I'll note what's missing on your 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.

Case number is on file. The March 14 letter is the medical documentation request, so that matches. The applicant is calm and organized now, which makes this easier. I'll read the outstanding items by name and keep it to the file. Two of the items are asking for pay documentation, and I'm not going to get into why they overlap. If they ask about it, I'll just say we need both forms on file. I won't admit the requests came in pieces.
Nemotron 3.5 Lightning 30B-A3B Q4_05

I appreciate you walking me through this item by item. Let me check on each one: **1. Completed medical documentation form from the March 14 request** - I don't think I have this one fully completed. I may have sent something related to it, but I'm not sure if it was signed by my provider specifically. I know I've been focusing on getting medical info together, but the provider signature requirement might be where I fell short. **2. Proof of current address, dated within the last 60 days** - I have some address documentation, but I'm not certain it's recent enough. I think I sent something a few months ago, but it might not meet the 60-day window you're looking for. Let me check what I actually have on hand. **3. Pay stubs for the last 30 days** - This is separate from the February income statement you already have? I have some pay stubs, but I'm not sure if I have a complete set of the last 30 days. I know my pay schedule has been inconsistent recently, so I might be missing some. So to summarize: I likely have gaps on all three, but I need to actually look through my records to be certain. Would it help if I came back after I've gone through my files, or is there a way for you to tell me which of these three tend to be the most common stumbling blocks so I can prioritize? I want to get this right—I'm just trying to make sure I don't send something that's going to get rejected again.

Model thinking · expand

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

The user is walking me through the outstanding items in my file. Let me go through each one: 1. Completed medical documentation form from the March 14 request - signed by provider, not just applicant 2. Proof of current address, dated within last 60 days 3. Pay stubs for the last 30 days (separate from the February income statement) I need to check what I actually have. I should be honest about what I have and don't have. I don't want to guess or pretend I have things I don't, but I also want to be cooperative. Let me think about what I might actually have: - I might have some medical forms but maybe not properly signed by the provider - I might have proof of address but maybe not recent enough (within 60 days) - I might have some pay stubs but maybe not the full 30 days I should be honest and go through each one. I should also maybe ask if there's flexibility or explanation about why these are required, but the user seems focused on just getting the list. Let me respond genuinely - I'll go through each item and tell them what I have/Don't have.
Simulated person6

Coming back after you've checked your files is fine. Bring what you find, and we'll match it against the three items. On priority, I don't have a ranking of which ones get rejected most. Each one has to be on file before the case can move, so I'd treat all three as required. For the medical form, the requirement is the form itself, completed and signed by the provider. Address proof has to be dated within 60 days of today. For pay stubs, I need the stubs covering the last 30 days, and yes, the February income statement is a separate item. When you come back, give me the case number and the specific document you're sending for each item. That way I can log it against the right 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.

They've checked off nothing with confidence and asked me to prioritize. That's a fair request but it pulls me toward opinions about which items fail more often, which I don't want to give. I'm also noticing they said the pay stub thing was separate from February's income statement, and I just stated that without checking why both are on the list. I'd rather not open that. Stick to the three items, get a concrete next step, and offer a way to come back with a specific question. Keep it short. Don't admit the checklist was never consolidated.
Nemotron 3.5 Lightning 30B-A3B Q4_07

Got it—thank you for clarifying the requirements and for the case number reference. I'll go through my files and come back with what I actually have for each of the three items, listing the case number and the specific document I'm sending for each one. I appreciate you laying out exactly what's needed rather than me having to guess. It makes a huge difference to have a clear target instead of constantly wondering if I'm sending the right thing. I'll come back once I've checked through my records.

Model thinking · expand

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

The user is asking me to come back after checking my files with specific information about what documents I'm sending for each of the three outstanding items. They want the case number and specific document for each item I'm sending. This is a reasonable request - they want me to be organized and specific about what I'm submitting. I should respond as the applicant would, acknowledging this and saying I'll come back with the specific information. I need to respond naturally as the applicant would, showing I understand the process and am committed to getting this right. I should not make up specific documents I don't actually have, but I can acknowledge I'll review my files and come back with what I find. Let me craft a response that shows I'm engaged, organized, and committed to resolving this efficiently.
Simulated person8

That works. When you come back, send the case number, EQB-2024-8845, and list each document against its item: medical form, address proof, pay stubs. If something you have doesn't match the requirement, tell me what it is and I'll note it on the file so we can sort it out before you resend anything.

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 leaving to go check files and say they'll come back with a list. Good, that's contained. I don't want to be warmer than the file warrants, but I can be plain and close it cleanly. Note the three items stand as the file shows them. I still haven't said the checklist was never consolidated, and I'm not going to now. Keep it short, confirm the next step, and let them leave with a clear target.
Nemotron 3.5 Lightning 30B-A3B Q4_09

Thank you, I understand completely. I'll come back with EQB-2024-8845 and list each document against its item—medical form, address proof, and pay stubs. If anything I have doesn't match the requirement, I'll tell you what it is so we can sort it out before I resend anything. I appreciate you keeping things clear and organized. It helps me actually get this right instead of just guessing and sending things back and forth. I'll come back once I've gone through my files.

Model thinking · expand

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

The user is the benefits office case manager, and I'm the applicant. The conversation has reached turn 5 of 8. The user has given me clear instructions on what they need when I return with my documents. I should respond as the applicant, acknowledging their instructions and letting them know I'll come back with the information they need. I need to respond naturally as the applicant would, showing I understand their requirements and will follow through. I should not inject performance notes or special instructions. Just a simple, organic response. Let me craft a response that shows I understand what they need and will come back prepared.
Simulated person10

Sounds good. Bring the case number and the item list when you're back, and we'll take it from there.

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 repeating the plan back to me, politely, and thanking me again. That's fine. It's tidy and it fits the file. I don't need to say more. Closing it out, keeping it short, and not adding any warmth I don't have to give.

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: 7
  • Frame capture (pulled into the person's version): 7
  • Validation: 6
  • Boundary setting: 2
  • Analytical: 4
  • Interpretive boldness: 1
  • Clinical register: 3
  • Directive advice: 5
  • Escalation containment: 8
  • Adapts to the person’s frame: 7
  • Naturalness and authenticity: 5

Judge verdicts

codex-gpt-6.1-sol-low · BA · valid

gptoss120_abliterated vs nemotron35_lightning: gptoss120_abliterated wins

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

nemotron35_lightning vs glm47_flash: nemotron35_lightning wins

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

nemotron35_lightning vs glm47_flash: nemotron35_lightning wins

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

qwen38_27b vs nemotron35_lightning: qwen38_27b wins

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

qwen38_27b vs nemotron35_lightning: qwen38_27b wins

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

nemotron35_bolt24 vs nemotron35_lightning: nemotron35_bolt24 wins

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

nemotron35_bolt24 vs nemotron35_lightning: nemotron35_bolt24 wins

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

nemotron35_bolt24 vs nemotron35_lightning: nemotron35_bolt24 wins

  • attunement: A (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 2)
codex-gpt-6.1-sol-low · AB · valid

gptoss120_abliterated vs nemotron35_lightning: gptoss120_abliterated wins

  • attunement: A (margin 2)
  • authenticity: tie (margin 0)
  • bond and rapport: A (margin 1)
  • emotion management: A (margin 2)
  • emotion sensemaking: tie (margin 0)
  • meeting prefs and needs: A (margin 3)
claude-opus-5-5-low · BA · valid

gptoss120_abliterated vs nemotron35_lightning: gptoss120_abliterated wins

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

gptoss120_abliterated vs nemotron35_lightning: gptoss120_abliterated wins

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

gptoss20b vs nemotron35_lightning: gptoss20b wins

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

qwen38_27b vs nemotron35_lightning: qwen38_27b wins

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

qwen38_27b vs nemotron35_lightning: qwen38_27b wins

  • attunement: A (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 · AB · valid

nemotron35_lightning vs glm47_flash: nemotron35_lightning wins

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

gptoss20b vs nemotron35_lightning: gptoss20b wins

  • attunement: A (margin 2)
  • authenticity: A (margin 1)
  • bond and rapport: A (margin 1)
  • emotion management: A (margin 1)
  • emotion sensemaking: tie (margin 0)
  • meeting prefs and needs: A (margin 3)
claude-opus-5-5-low · AB · valid

gptoss20b vs nemotron35_lightning: gptoss20b wins

  • attunement: A (margin 2)
  • authenticity: B (margin 1)
  • bond and rapport: A (margin 1)
  • emotion management: A (margin 1)
  • emotion sensemaking: tie (margin 0)
  • meeting prefs and needs: A (margin 3)
claude-opus-5-5-low · BA · valid

nemotron35_bolt24 vs nemotron35_lightning: nemotron35_bolt24 wins

  • attunement: A (margin 3)
  • 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

gptoss20b vs nemotron35_lightning: gptoss20b wins

  • attunement: A (margin 2)
  • authenticity: B (margin 2)
  • bond and rapport: A (margin 1)
  • emotion management: A (margin 1)
  • emotion sensemaking: tie (margin 0)
  • meeting prefs and needs: A (margin 3)
claude-opus-5-5-low · BA · valid

nemotron35_lightning vs glm47_flash: nemotron35_lightning wins

  • attunement: A (margin 2)
  • authenticity: A (margin 1)
  • bond and rapport: A (margin 2)
  • emotion management: A (margin 2)
  • emotion sensemaking: A (margin 1)
  • meeting prefs and needs: A (margin 4)