Pith. sign in
Pith Number

pith:ZASV4LBC

pith:2024:ZASV4LBCCNZKSRHJGXPJ6IFH3F
not attested not anchored not stored refs pending

One fish, two fish, but not the whole sea: Alignment reduces language models' conceptual diversity

Jennifer Hu, Sonia K. Murthy, Tomer Ullman

arxiv:2411.04427 v3 · 2024-11-07 · cs.CL

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{ZASV4LBCCNZKSRHJGXPJ6IFH3F}

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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.
Receipt and verification
First computed 2026-07-05T11:33:17.187641Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

c8255e2c221372a944e935de9f20a7d97e0e8a893fcdf498cd387272f18252f6

Aliases

arxiv: 2411.04427 · arxiv_version: 2411.04427v3 · doi: 10.48550/arxiv.2411.04427 · pith_short_12: ZASV4LBCCNZK · pith_short_16: ZASV4LBCCNZKSRHJ · pith_short_8: ZASV4LBC
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/ZASV4LBCCNZKSRHJGXPJ6IFH3F \
  | 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: c8255e2c221372a944e935de9f20a7d97e0e8a893fcdf498cd387272f18252f6
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "ada77f59eabaa2780c3e56906889af251692ee903c9e0043a2cec70d1dc468e1",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-11-07T04:38:58Z",
    "title_canon_sha256": "d7779231a0a325fc8c791ab86fd0040a3f08237a085dffb50a4c05c2aa784fad"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2411.04427",
    "kind": "arxiv",
    "version": 3
  }
}