Pith Number

pith:22LRURP4

pith:2025:22LRURP4X7LZPXYUAGDIUGAF7I

not attested not anchored not stored refs pending

GeRe: Towards Efficient Anti-Forgetting in Continual Learning of LLM via General Samples Replay

Mengchen Zhao, Qingcai Chen, Shuoran Jiang, Xiangping Wu, Yang Fan, Yuefeng Li, Yunan Zhang

arxiv:2508.04676 v1 · 2025-08-06 · cs.CL · cs.AI · cs.LG

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{22LRURP4X7LZPXYUAGDIUGAF7I}

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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

2 papers in Pith

On-Policy Replay for Continual Supervised Fine-Tuning

Geometry Conflict: Explaining and Controlling Forgetting in LLM Continual Post-Training

Receipt and verification

First computed	2026-07-05T11:49:41.602041Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d6971a45fcbfd797df1401868a1805fa3069fa592f168617f747ea9e09d8420e

Aliases

arxiv: 2508.04676 · arxiv_version: 2508.04676v1 · doi: 10.48550/arxiv.2508.04676 · pith_short_12: 22LRURP4X7LZ · pith_short_16: 22LRURP4X7LZPXYU · pith_short_8: 22LRURP4

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/22LRURP4X7LZPXYUAGDIUGAF7I \
  | 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: d6971a45fcbfd797df1401868a1805fa3069fa592f168617f747ea9e09d8420e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d19e9d55c3798e8782eb5c7276bd310852e802a4713038a3970b94101835dc0a",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-08-06T17:42:22Z",
    "title_canon_sha256": "1e200ddb97aed81d1d85c26409204a00ad1dc1b3a89c507cf61b8dad309455a3"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2508.04676",
    "kind": "arxiv",
    "version": 1
  }
}