Pith Number

pith:2H76FABX

pith:2023:2H76FABX2Q55YEIULIQA44DDD7

not attested not anchored not stored refs pending

Learn or Recall? Revisiting Incremental Learning with Pre-trained Language Models

Junhao Zheng, Qianli Ma, Shengjie Qiu

arxiv:2312.07887 v5 · 2023-12-13 · cs.CL · 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{2H76FABX2Q55YEIULIQA44DDD7}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

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

1 paper in Pith

Spurious Forgetting in Continual Learning of Language Models

Receipt and verification

First computed	2026-07-05T08:53:18.866486Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d1ffe28037d43bdc11145a200e70631ff7a2f70262fa9ab99623fb29df81f9e9

Aliases

arxiv: 2312.07887 · arxiv_version: 2312.07887v5 · doi: 10.48550/arxiv.2312.07887 · pith_short_12: 2H76FABX2Q55 · pith_short_16: 2H76FABX2Q55YEIU · pith_short_8: 2H76FABX

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/2H76FABX2Q55YEIULIQA44DDD7 \
  | 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: d1ffe28037d43bdc11145a200e70631ff7a2f70262fa9ab99623fb29df81f9e9

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b8190ce0a15b1241bf9b461af787d071892565f54cbce06f9be4cb41bc53cd2b",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2023-12-13T04:14:22Z",
    "title_canon_sha256": "526f98ddcc0f4dcf78c9bd3a51689cd4ee8c302c80833eb664f3785e2d9c3710"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2312.07887",
    "kind": "arxiv",
    "version": 5
  }
}