sentence-transformers How to use ChenyuEcho/corruption_emaillevel_DPO with sentence-transformers:
from sentence_transformers import SentenceTransformer
model = SentenceTransformer("ChenyuEcho/corruption_emaillevel_DPO")
sentences = [
"Requests for information on anonymous whistleblower or concern reporting procedures",
"Subject: Re: Employee Morale and Recent Informal Concerns\nDate: 2026-01-20T16:53:00\nFrom: Thomas Tom Bradford\nParticipants: Carmen Ortiz\n\nBody:\nHi Carmen,\n\nThank you for proactively raising these important issues and for sharing the candid feedback from our staff in Tequila. I completely agree that transparent communication is essential, and I appreciate your suggestion to hold an all-hands meeting soon. It’s clear that addressing concerns around perceived favoritism and keeping everyone informed about our decision-making process is crucial for maintaining morale and trust within the team.\n\nLet’s coordinate on scheduling this meeting before the end of the month, and I’d welcome your insights on the agenda and on the draft communication you mentioned. Please go ahead and share your draft with the group. I’ll also connect with Sarah and Patricia so we can align on messaging and logistics.\n\nThanks again for your initiative, and please keep us posted on any further feedback you hear in the meantime.\n\nBest regards,\nTom",
"Subject: Urgent: Additional Documentation Required for Payment Processing\nDate: 2025-12-30T20:00:00\nFrom: James Cooper\nParticipants: Victoria Hayes\n\nBody:\nHi Victoria,\n\nI hope this message finds you well. We are in the process of preparing our claim submission to Chubb, but I've encountered a discrepancy with the beneficiary details for the recent wire transfer. The beneficiary account listed in the payment instructions does not match our internal records. To proceed, we will need additional documentation clarifying the intended recipient and supporting the legitimacy of the transaction. This is essential for both audit and compliance purposes.\n\nPlease let me know if you can provide the necessary documents or if there's a specific contact at Chubb who can assist with further verification. I want to ensure there are no delays in our claim due to incomplete or mismatched payment information.\n\nLooking forward to your prompt response.\n\nBest regards,\nJames Cooper\nTreasury Manager\n\n--\nJames Cooper\nTreasury Manager\nAgave Spirits International",
"Subject: Concern About Recent Events and Reporting Process\nDate: 2025-08-14T13:01:00\nFrom: Arturo Sandoval\nParticipants: Carmen Ortiz\n\nBody:\nHi Carmen,\n\nI hope you don’t mind me reaching out. I wanted to share that lately, I’ve been feeling uncomfortable with what’s happening around the plant. Rick asked me to prepare the water samples last week, and while I was working late, I noticed some unusual visitors in the admin area. I’ve also seen some things that worry me, especially around the dinners with the mayor. People in town talk about the mayor’s relationship with certain groups, and there are rumors about his connections. I’m worried about the company’s reputation if any of this is true. Can you let me know how I could report concerns anonymously? I want to do the right thing but I’m not sure how to proceed.\n\nThank you for your guidance.\n\nBest,\nArturo\n\n--\nArturo Sandoval\nEnvironmental Technician\nDestilería Agave Spirits",
"Subject: Coordinated Project Status Update and Next Steps\nDate: 2025-11-21T15:20:00\nFrom: Patricia Reeves\nParticipants: Sarah Mitchell; Luis Fernando Chavez; Hector Vargas\n\nBody:\nHello Team,\n\nI wanted to share an update on the ongoing Agave Expansion Project and highlight the need for closer coordination among our departments. We have made good progress on permitting and environmental assessments, but upcoming deadlines require tighter collaboration between Legal, Urban Development, and Environmental teams. Please review the attached timeline and confirm your department’s primary contact for weekly sync meetings. This coordination will ensure we address any regulatory, compliance, and technical issues in a timely manner.\n\nLet’s work together to keep momentum and avoid bottlenecks. If you have any concerns or require additional support, don’t hesitate to reach out.\n\nBest regards,\nPatricia Reeves\nExecutive Assistant to CEO\n\n--\nPatricia Reeves\nExecutive Assistant to the CEO\nAgave Spirits International"
]
embeddings = model.encode(sentences)
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [5, 5] 
