Pith Number

pith:2LYOCNG6

pith:2024:2LYOCNG623XRAJDQJQAC5NFGIM

not attested not anchored not stored refs pending

MemLLM: Finetuning LLMs to Use An Explicit Read-Write Memory

Abdullatif K\"oksal, Ali Modarressi, Ayyoob Imani, Hinrich Sch\"utze, Mohsen Fayyaz

arxiv:2404.11672 v3 · 2024-04-17 · cs.CL

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\usepackage{pith}
\pithnumber{2LYOCNG623XRAJDQJQAC5NFGIM}

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Record completeness

1 Bitcoin timestamp

2 Internet Archive

3 Author claim open · sign in to claim

4 Citations open

5 Replications open

✓ Portable graph bundle live · download bundle · merged state

The bundle contains the canonical record plus signed events. A mirror can host it anywhere and recompute the same current state with the deterministic merge algorithm.

Cited by

5 papers in Pith

Co-LMLM: Continuous-Query Limited Memory Language Models

Rosetta Memory: Adaptive Memory for Cross-LLM Agents

AutoMem: Automated Learning of Memory as a Cognitive Skill

Uncovering Logit Suppression Vulnerabilities in LLM Safety Alignment

Compass vs Railway Tracks: Unpacking User Mental Models for Communicating Long-Horizon Work to Humans vs. AI

Receipt and verification

First computed	2026-07-05T10:50:29.658583Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d2f0e134ded6ef1024704c002eb4a6432441fbb69da69d91db8e87509fbbcf1c

Aliases

arxiv: 2404.11672 · arxiv_version: 2404.11672v3 · doi: 10.48550/arxiv.2404.11672 · pith_short_12: 2LYOCNG623XR · pith_short_16: 2LYOCNG623XRAJDQ · pith_short_8: 2LYOCNG6

Agent API

Resolver JSON Graph JSON Events JSON Schema Signing key

Verify this Pith Number yourself

curl -sH 'Accept: application/ld+json' https://pith.science/pith/2LYOCNG623XRAJDQJQAC5NFGIM \
  | jq -c '.canonical_record' \
  | python3 -c "import sys,json,hashlib; b=json.dumps(json.loads(sys.stdin.read()), sort_keys=True, separators=(',',':'), ensure_ascii=False).encode(); print(hashlib.sha256(b).hexdigest())"
# expect: d2f0e134ded6ef1024704c002eb4a6432441fbb69da69d91db8e87509fbbcf1c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "3be0a7ef57535a54e64319f974913f3eefbc33a037bc1e87e004dd3637ab182b",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-04-17T18:13:16Z",
    "title_canon_sha256": "109ddfa0c4b44e965f39d0f414e57fa9cfa473fff5e45bbf858534b37d7bdcad"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2404.11672",
    "kind": "arxiv",
    "version": 3
  }
}