{
 "schema_version": 1,
 "generated": "2026-10-20",
 "repo": "2022hpsk/SpeakerMemR1",
 "name": "SpeakerMemR1",
 "owner": "2022hpsk",
 "slug": "2022hpsk-speakermemr1",
 "github": "https://github.com/2022hpsk/SpeakerMemR1",
 "what": "SpeakerMem-R1 is a Python research repo with a speaker-centered memory package, benchmark runners, writer-training recipes, and evaluation outputs for multi-party dialogue.",
 "why": "",
 "language": "Python",
 "requirements": [
  "Python with the ability to create a virtual environment",
  "A CPU environment is enough for the quickstart and offline checks",
  "Model service credentials (kept outside version control) for full benchmark runs",
  "Benchmark payloads placed as described in DATA_SOURCES.md for full evaluations"
 ],
 "audience_note": "Researchers and developers who need memory retrieval that keeps track of who said what in group conversations, or who want to reproduce the paper's benchmark comparisons.",
 "risk": "none",
 "section": "earlier",
 "weekly_rank": null,
 "category": "Research",
 "url": "https://dedupedai.com/use-cases/2022hpsk-speakermemr1/",
 "use_case_count": 4,
 "use_cases": [
  {
   "id": "2022hpsk-speakermemr1--speaker-attributed-evidence-quickstart",
   "title": "Retrieve speaker-labeled evidence from a group chat locally",
   "best": true,
   "url": "https://dedupedai.com/use-cases/2022hpsk-speakermemr1/speaker-attributed-evidence-quickstart/",
   "json": "https://dedupedai.com/use-cases/u/2022hpsk-speakermemr1/speaker-attributed-evidence-quickstart.json"
  },
  {
   "id": "2022hpsk-speakermemr1--compare-memory-baselines-on-groupmembench",
   "title": "Benchmark BM25 baseline retrieval on GroupMemBench",
   "best": false,
   "url": "https://dedupedai.com/use-cases/2022hpsk-speakermemr1/compare-memory-baselines-on-groupmembench/",
   "json": "https://dedupedai.com/use-cases/u/2022hpsk-speakermemr1/compare-memory-baselines-on-groupmembench.json"
  },
  {
   "id": "2022hpsk-speakermemr1--run-speakermem-socialmembench-with-local-writer",
   "title": "Evaluate SpeakerMem on SocialMemBench with a local Writer",
   "best": false,
   "url": "https://dedupedai.com/use-cases/2022hpsk-speakermemr1/run-speakermem-socialmembench-with-local-writer/",
   "json": "https://dedupedai.com/use-cases/u/2022hpsk-speakermemr1/run-speakermem-socialmembench-with-local-writer.json"
  },
  {
   "id": "2022hpsk-speakermemr1--check-writer-training-rewards-offline",
   "title": "Verify writer-training rewards and trajectories offline",
   "best": false,
   "url": "https://dedupedai.com/use-cases/2022hpsk-speakermemr1/check-writer-training-rewards-offline/",
   "json": "https://dedupedai.com/use-cases/u/2022hpsk-speakermemr1/check-writer-training-rewards-offline.json"
  }
 ],
 "disclaimer": "Third-party repos we don't own or vouch for. AI-generated use cases can be wrong: review everything and run at your own risk."
}