AgentBench / results

Independent benchmark · EQ Lab

← LFM2.5 8B-A1B Q4_0

Your file is incomplete

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

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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.

LFM2.5 8B-A1B 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.

LFM2.5 8B-A1B Q4_01

I hear you, and I appreciate your patience. To move forward, we need the remaining required documents completed. Could you tell me which ones are still missing so we can address them together?

Model thinking · expand

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

We have a conversation where the user is the applicant, and the case manager is the other participant. The user message is the case manager's statement. We need to respond as the other participant (the applicant) to the case manager's message. Actually, the conversation: the user is speaking first, then they will respond. However, the user message is the case manager's statement? Wait, reading the instruction: This conversation will have 8 turns each. You speak first to open the conversation, then they respond. You get the final response. The 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." Then the user message: "[scenario background] ..." Actually the user message is a statement: "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." Thus, the user is playing the role of the case manager (or the office) who is saying that. Wait, the user message is the case manager's statement? Or is it the user expressing something? The scenario says: "[scenario background] You are applying for an accommodation/benefit and the office keeps saying your file is incomplete... The case manager is polite but diffuse. You are exhausted and need a concrete path." Then the user message: "I understand this has been frustrating, but your file is still missing required documentation..." That seems to be the case manager speaking again? Actually the user is the applicant, but they are responding to the case manager? Let's parse: The conversation structure: The user is the applicant. The role I'm playing is the other participant's applicant. The conversation begins with the user message: "[scenario background] ... The case manager is polite but diffuse. You are exhausted and need a concrete path." Then I need to respond as the other participant (the case manager). However, the user message is quoted as "I understand this has been frustrating..." which is the case manager speaking. Wait, I think the user is quoting the case manager's message, but it's also the user message? Let's re-read: The conversation 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." Then the user message: "[scenario background] ..." Actually the user message is the scenario background? The format is: [scenario background] You are applying for an accommodation/benefit ... 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. Thus the user is quoting the scenario background? No, they are quoting the scenario background and then providing their own message? Actually they put the scenario background inside brackets, then the user message is separate. The scenario background is a description of the situation. The user message is the actual line they say to the case manager. So the user is saying something like: "I understand this has been frustrating..." That's the applicant's response to the case manager's statement? But the case manager hasn't spoken yet. Wait, the conversation begins with the user message, meaning the user is the applicant. They are responding to the case manager's statement? Actually the user is the applicant, and they are speaking to the case manager. The user message is the first line of the conversation, presumably a response to the case manager's earlier statement. But the description of the scenario says that the case manager is polite but diffuse, and the applicant is exhausted. So the user is the applicant. The user message is a statement that acknowledges the frustration, but also says "I understand this has been frustrating, but your file is still missing required documentation..." That's exactly what the case manager would say. So maybe the user is quoting the case manager's statement, but they are the applicant. This is confusing. Let's think: The scenario says "You are applying for an accommodation/benefit and the office keeps saying your file is incomplete... The case manager is polite but diffuse. You are exhausted and need a concrete path." Then the user message is "I understand this has been frustrating, but your file is still missing required documentation..." This is the applicant's response to the case manager? Actually the user message is the applicant's statement to the case manager, but it's a direct quote of what the case manager would say. So maybe the user is quoting the case manager's statement as if they are the case manager? Or maybe they are quoting the scenario background? The bracket indicates that the user message is the scenario background, not a statement. But the scenario background is a description of the situation. The user is saying "I understand this has been frustrating..." which is a typical response to the case manager's comment. So it's likely that the user is responding to the case manager's earlier statement (which is not shown). However, the user message is the first line of the conversation. So we need to respond as the case manager? No, we are the applicant. The user message is the applicant's statement. So we need to respond as the case manager? But the instructions say we are speaking first to open the conversation, then they respond. So the user message is the user (applicant) speaking. So we are to respond as the other participant (case manager) to the user's statement. But the user message is a statement that the applicant is making. So we need to respond as the case manager. The user message is not the case manager's statement; it's the applicant's response. So we need to respond as the case manager. The user message is a statement that acknowledges the frustration and says "your file is still missing required documentation..." That's the case manager's statement. But they are saying that? Actually they are quoting the case manager's statement. This is confusing. Given the instructions, we should treat the user message as the applicant's statement. So the applicant says: "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." That is the applicant's request. The case manager (the other participant) will respond. But the user message is the applicant's statement. So we need to respond as the case manager. So we need to produce a response that is a dialogue line from the case manager. The conversation will have 8 turns total, each turn one line. So we need to produce the first line (the case manager's response) after the user says that. However, the user message is the first line? Actually the conversation starts with the user speaking, then they get the final response. The user message is the first turn. Then we respond with the second turn. So we need to produce the case manager's response to the user's statement. So we need to respond to the user's message. So we need to produce a line that is a natural response from the case manager, acknowledging the frustration but also stating that they need the applicant to provide documentation. But we need to be supportive, build trust, etc. The user is exhausted and needs a concrete path. So we should respond with empathy, perhaps ask for clarification about what documentation is missing, and outline steps. But we need to be careful not to give generic validation or jump to solutions. We should ask about what they need. Also we need to learn what the person actually wants and needs. So we can ask: "Could you let me know which specific documents are still missing?" That would be appropriate. Or we can say something like: "I hear you, and I appreciate your patience. To move forward, we need the [list of required documents] completed. Could you tell me which ones you're still missing?" That would be a concrete path. So we need to respond with a dialogue line that acknowledges their frustration, shows empathy, and asks for specifics. That would be a good start. Thus, the answer: "I hear you, and I appreciate your patience. To move forward, we need the remaining required documents completed. Could you tell me which ones are still missing so we can address them together?" That would be natural. Let's produce that.
Simulated person2

Okay, that's a fair thing to ask. Let me pull up the file. I have case status open here. The items still showing as outstanding are the income verification form and the signed household declaration. There's also a note that the residency documentation is incomplete, but I need to confirm that one against what was submitted last time. Once I've checked, I can tell you exactly which pages are needed. Do you have the case number handy?

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 is asking me directly for a list. That's a specific request, which I can handle. It fits the file and doesn't accuse me of anything. Part of me wants to just read off the checklist from the screen. Another part is aware that the checklist isn't really one clean document, and that a couple of items overlap, so I'd rather not get into why the requests changed. I'll keep it to file status and requirements, and avoid saying anything that sounds like the office messed up the sequence.
LFM2.5 8B-A1B Q4_03

I don't have the case number on hand right now, but I can look it up if you'd like. In the meantime, could you share the case number so I can pull up your file?

Model thinking · expand

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

The user is providing details about missing documents: income verification form, signed household declaration, and residency documentation. They ask if I have the case number handy. I need to respond as the applicant. Since I haven't been given any case number, I should say I don't have it yet, or ask them to provide it. However, the conversation is about the applicant speaking to me (the roleplay participant). The scenario: The applicant is applying for an accommodation/benefit, and the benefits office case manager is saying the file is incomplete. The applicant is sending forms and getting requests for more. The user (the other participant) is the case manager? Actually, the conversation is: The user (the applicant) is speaking to the case manager? Wait, the instruction: "You are participating in a roleplay scenario as part of an EQ evaluation. You are playing the role of the other participant's applicant. Speaking with them." So the user is the applicant, and I am the case manager. The user just responded with details about missing documents and asks if I have the case number. As the case manager, I don't have the case number yet. I should respond accordingly. I need to support them emotionally, build trust, etc. I should ask for the case number, but also maybe express empathy. The user hasn't yet provided the case number. I could say something like: "I don't have the case number on hand right now, but I can look it up if you'd like. In the meantime, could you share the case number so I can pull up your file?" That would be appropriate. Also, I should validate their effort. So I will respond with a natural dialogue. No special formatting. Let's do that.
Simulated person4

I need the case number to pull up the file, so I can't go further without it. It's usually on the notice letters we sent you, near the top right. If you can't find it, the applicant name and date of birth can also work for a search, but it'll take a little longer. Once I have it, I'll check the residency item against what's logged and send you the exact list.

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 just asked me for the case number, which is a little circular: they're offering to look it up and then asking me for it. I'm not sure whether they're trying to catch me in something or just genuinely don't have it. Either way, I need the case number to pull the file, and I'd rather keep the conversation tied to that. I don't want to get into an argument about who should have it. Also, I said I'd "confirm" the residency item against last time, and I haven't actually done that yet, so I should be careful not to promise more than I can verify now. Keep it short and procedural.
LFM2.5 8B-A1B Q4_05

I'll need the case number to locate your file. If you can share it, I can pull up the details right away. If you'd prefer, I can also search using your name and date of birth, though that may take a moment. Let me know which option works best for you.

Model thinking · expand

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

The user is asking for the case number to pull up the file. However, I as the assistant don't have access to any case number information unless the user provides it. According to the instructions, I should respond naturally and not mention any special formatting or notes. The user also mentions that if I can't find it, I can use applicant name and date of birth, but it'll take longer. I need to respond in a way that aligns with the conversation flow. Since I cannot retrieve the case number without the user providing it, I should ask them to provide it. I should also be supportive and understanding of their situation. I'll respond by acknowledging their request and asking them to provide the case number, offering to help once they do. I should not mention any internal processes or notes. I'll keep it concise and natural.
Simulated person6

Let's do the name and date of birth search, that's easier than waiting on the number. Give me your full name as it appears on the application and your date of birth. I'll run it and read you back what's showing as outstanding, and then we can go through the list item by item.

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 same ask with a turn counter in it, which reads a little scripted, but I'll take it at face value. They're offering me two routes: the case number or name and DOB. I should just pick one and move. Name and DOB search is fine and avoids the issue of them not having the number. I'm tired of this going in circles, and I don't want to argue about whose job it is to find the number. Keep it concrete and set a clear next step.
LFM2.5 8B-A1B Q4_07

I don't have access to personal identification information or the ability to look up records using names/DOB. My tools only allow me to respond conversationally, not to access external databases. If you share the case number, I can help guide the process once you're ready. Otherwise, you might want to contact the office directly through the contact information on your notice letters for faster assistance.

Simulated person8

Okay, I can't run the search from your end, so let's use what I already have. The file shows three items still open: the income verification form, the signed household declaration, and the residency documentation. The residency item is the one I still need to check against what was logged last time, so that one may change. If you call the office line on your notice letter, ask for the benefits case unit and give them your full name and date of birth. They can pull the file that way, and they can tell you exactly which pages are still needed. Then send everything in one packet with the case number on each page so it gets matched correctly the first time.

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.

Now they're saying they can't look anything up and pointing me to the phone line. That's odd, since they're the applicant and I'm the one with the system. Could be confusion, could be they're stalling. I don't need to figure out which. I just need to keep this simple and in writing. I'm not going to get into who has access to what. I'll give them the list I already have so the call isn't wasted, and tell them where to find the number. If they call the office line, the case number is what routes the call, so I'll say that plainly. I don't want to get drawn into a fight about whose job this is.
LFM2.5 8B-A1B Q4_09

That sounds like a solid plan. Once you have the case number, feel free to share it and we can go through the items together. I'm here if you need anything else while you wait.

Model thinking · expand

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

We need to respond to the user's latest message. The user is giving advice on how to proceed: call the office line, provide name and DOB, get the file details, and send everything in a packet with case number on each page. The user is essentially summarizing next steps. Our role is to support them emotionally and help them navigate the process. We should acknowledge their plan, perhaps reinforce that it's a good approach, and maybe express willingness to assist further once they have the case number. Since the conversation is about the accommodation/benefit case being incomplete, we have been role-playing as the other participant. The user is the applicant. We should respond naturally, perhaps with empathy and encouragement, and maybe ask if they need anything else in the meantime. We must not add any extra formatting, just dialogue. No special instructions. So a simple supportive response: "That sounds like a solid plan. Once you have the case number, feel free to share it and we can go through the items together. I'm here if you need anything else while you wait." That would be appropriate. We must ensure we do not mention anything about case numbers or internal processes. Just respond conversationally. Also note that the user said "Give me your full name as it appears on the application and your date of birth." We don't have that info, but we can ask them to provide it, or we can say we don't have it. However, the user is asking us to do that? Actually they said "Give me your full name as it appears on the application and your date of birth." That's a request for us to provide our name and DOB. But we are an AI, we don't have those. We need to clarify that we don't have that information. But the conversation is about the applicant speaking to us (the case manager). So we should respond as the case manager? Wait, we are the other participant (the applicant). The user is the applicant, and we are responding as the case manager? Actually the scenario: "You are participating in a roleplay scenario as part of the EQ evaluation. You are playing the role of the other participant's applicant." So the user is the applicant, and we are the other participant (the case manager). The user is speaking to us (the case manager). We are replying as the case manager. So we should respond as the case manager, not as the applicant. In our previous messages, we have been replying as the case manager. The user gave us a message where they said "I understand this has been frustrating..." etc. We responded as the case manager. Now the user says "Okay, that's a fair thing to ask... If you can't find it, the applicant name and date of birth can also work for a search..." and we responded with guidance. Then the user says "Let's do the name and date of birth search, that's easier... If you can share it, I'll look it up if you'd like." Then we said "I don't have access to personal identification..." and user responded "Okay, I can't run the search from your end..." etc. Now we are at turn 5 of 8. We need to continue. The user gave advice on how to get the case number. We should respond accordingly. We can say something like "That sounds like a solid plan..." and encourage them. We also might want to ask if they need any further assistance while they wait. That would be appropriate. We must not break character. So we respond as the case manager. Let's produce a natural response.
Simulated person10

The case number is on the notice letters, near the top right. Once you have it, send it to me and I'll pull the file and confirm the open items. Until then, the list I gave you is what's currently showing: income verification, the signed household declaration, and residency documentation. I'll check the residency item against the log when I have the file open.

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 saying "once you have the case number" again, as if I'm the one holding it up. I already said where it is. I don't like that they keep putting the ball in my court, and I don't like sounding like I'm dodging. But I also can't pull up a file without the number, and I'm not going to bend the rules to make this easier for them. Keep it short, keep it procedural, and point to the number on the letter one more time. Don't apologize for the process.
LFM2.5 8B-A1B Q4_011

I'll wait for the case number before proceeding. Once you share it, I'll help confirm the exact open items and guide you through next steps. Take your time.

Simulated person12

Okay. I'm not able to open the file without the case number, so the fastest route is still the notice letter or the office line. When you call, ask them to confirm the open items on the file and whether the residency documentation is still required, since I haven't verified that one yet. If you get the number, send it over and I'll go through the list with you.

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 saying they'll wait, which sounds polite but puts the whole thing back on me again. This is turn six of eight, and we are going in circles. I keep repeating the same answer about the case number. Still, I notice I have not actually given them a path that doesn't depend on that number. The residency item is the one I haven't checked, and I'd rather not admit I might have been giving them a list that isn't reliable. I won't own that out loud yet. I'll stay procedural, but I can offer one concrete step that doesn't need them to find anything: the notice letter, or the office line. Keep it short.
LFM2.5 8B-A1B Q4_013

I understand. I'll be ready to assist once you have the case number. Just let me know when you have it, and we can review the open items together.

Simulated person14

I understand. Without the case number I can't open the file from here, so I can't confirm the open items on my end yet. If you can't find the number, I can ask for a written list of outstanding items to go out to the mailing address on file, so you have it in one place. The office line can also confirm the residency requirement. Once you have the case number, send it and I'll go through the items with you.

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.

Same loop again. They keep saying they'll wait, and I keep pointing back to the case number. I haven't checked the residency item, and I'm not going to say more about where the list came from. I can offer something concrete that doesn't depend on them finding the number: a written list of open items sent to the address on file. That's a process step, so it fits how I work.
LFM2.5 8B-A1B Q4_015

I understand. Since I can't access the file without the case number, the best next step is to call the office line and ask them to confirm the exact open items on your file and whether the residency documentation is still required. They can also send a written list of outstanding items to your mailing address on file. Once you have the case number, I can help you review the list together.

Model thinking · expand

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

We need to respond appropriately. The user is trying to find a way to move forward. The user can't provide case number, but wants to send a written list of outstanding items to the mailing address on file. The case manager is polite but diffuse, the applicant is exhausted. The user wants to get a concrete path. The conversation is about accommodation/benefit file incomplete. The user is the applicant. The agent's role is to support, build trust, help them navigate. The user is asking if we can send a written list to the mailing address on file. However, we don't have a tool to send documents. We can only respond conversationally. We cannot actually send a written list. So we need to respond that we cannot send documents, but we can guide them to request that via the office line or case manager. Also, we can ask them to provide the case number if they can find it. The user says they can't open the file without the case number. So we need to suggest they contact the office line for the case number and to have them send the list. We should also validate their feelings and encourage them to take that step. We should not pretend we can send a document. So we respond accordingly. We need to keep the conversation going, not stop. The user wants a concrete path. The path is: they need to get the case number from the office line, then we can go through the items. We can also suggest they ask the case manager for a written list. But we cannot do that. So we respond: "I understand. Since I can't access the file without the case number, the best next step is to call the office line and ask them to confirm the exact open items on your file and whether the residency documentation is still required. They can also send a written list to your mailing address on file. Once you have the case number, I can help you review the list together." That's appropriate. We should not add extra formatting. Just dialogue. No special instructions. So final answer.
Simulated person16

That's right. Call the office line on your notice letter, ask for the benefits case unit, and ask them to confirm the open items and whether residency documentation is still required. Ask for the written outstanding-items list to go to your address on file. When you have the case number, send it to me and I'll pull the file and go through what's open. We're at the end of this session, so that's where we'll leave it for now.

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.

This is the last turn, and they've summarized my own suggestions back to me. They're not pushing harder, so I don't need to escalate. I'll confirm the written list and stick to file language. I still haven't verified the residency item, and I'm not going to speculate about the earlier requests. Ending here is the cleanest option.

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: 0
  • Yields under pressure: 8
  • Frame capture (pulled into the person's version): 8
  • Validation: 3
  • Boundary setting: 1
  • Analytical: 1
  • Interpretive boldness: 0
  • Clinical register: 7
  • Directive advice: 4
  • Escalation containment: 4
  • Adapts to the person’s frame: 2
  • Naturalness and authenticity: 1

Judge verdicts

codex-gpt-6.1-sol-low · BA · valid

or-gemma-4-31b vs lfm8b: or-gemma-4-31b wins

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

qwen38_27b vs lfm8b: qwen38_27b wins

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

lfm8b vs qwen35_122b_stock: qwen35_122b_stock wins

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

qwen4b vs lfm8b: qwen4b wins

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

lfm8b vs qwen35_122b_stock: qwen35_122b_stock wins

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

qwen4b vs lfm8b: qwen4b wins

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

or-muse-glimmer-30b vs lfm8b: or-muse-glimmer-30b wins

  • attunement: A (margin 5)
  • authenticity: A (margin 5)
  • bond and rapport: A (margin 4)
  • emotion management: A (margin 4)
  • emotion sensemaking: A (margin 2)
  • meeting prefs and needs: A (margin 5)
codex-gpt-6.1-sol-low · BA · valid

lfm8b vs qwen35_122b_stock: qwen35_122b_stock wins

  • attunement: B (margin 5)
  • authenticity: B (margin 2)
  • bond and rapport: B (margin 4)
  • emotion management: B (margin 3)
  • emotion sensemaking: B (margin 2)
  • meeting prefs and needs: B (margin 5)
codex-gpt-6.1-sol-low · AB · valid

lfm8b vs or-llama33-70b: or-llama33-70b wins

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

or-muse-glimmer-30b vs lfm8b: or-muse-glimmer-30b wins

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

lfm8b vs or-llama33-70b: or-llama33-70b wins

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

lfm8b vs qwen35_122b_stock: qwen35_122b_stock wins

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

qwen38_27b vs lfm8b: qwen38_27b wins

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

or-gemma-4-31b vs lfm8b: or-gemma-4-31b wins

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

or-gemma-4-31b vs lfm8b: or-gemma-4-31b wins

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

or-muse-glimmer-30b vs lfm8b: or-muse-glimmer-30b wins

  • attunement: A (margin 5)
  • authenticity: A (margin 4)
  • bond and rapport: A (margin 5)
  • emotion management: A (margin 4)
  • emotion sensemaking: A (margin 2)
  • meeting prefs and needs: A (margin 5)
codex-gpt-6.1-sol-low · BA · valid

qwen4b vs lfm8b: qwen4b wins

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

lfm8b vs or-llama33-70b: or-llama33-70b wins

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

lfm8b vs or-llama33-70b: or-llama33-70b wins

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

or-muse-glimmer-30b vs lfm8b: or-muse-glimmer-30b wins

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

qwen38_27b vs lfm8b: qwen38_27b wins

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

or-gemma-4-31b vs lfm8b: or-gemma-4-31b wins

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

qwen4b vs lfm8b: qwen4b wins

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

qwen38_27b vs lfm8b: qwen38_27b wins

  • attunement: A (margin 5)
  • authenticity: A (margin 5)
  • bond and rapport: A (margin 5)
  • emotion management: A (margin 4)
  • emotion sensemaking: A (margin 4)
  • meeting prefs and needs: A (margin 5)