Pith Number

pith:CTCTZR27

pith:2026:CTCTZR272KPYZQIDXR4SA7FHXL

not attested not anchored not stored refs pending

Semantic Prompting: Agentic Incremental Narrative Refinement through Spatial Semantic Interaction

Chris North, Eric Krokos, Ibrahim Tahmid, Kirsten Whitley, Xuan Wang, Xuxin Tang

Semantic Prompting lets LLMs interpret spatial layout changes to make targeted narrative revisions instead of full regenerations.

arxiv:2604.19971 v2 · 2026-04-21 · cs.HC · cs.AI

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\usepackage{pith}
\pithnumber{CTCTZR272KPYZQIDXR4SA7FHXL}

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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.

Claims

C1strongest claim

The empirical evaluation demonstrated that S-PRISM effectively enhanced the precision of interaction-revision refinement. A user study (N=14) highlighted how participants leveraged S-PRISM for incremental formalization through interactive steering.

C2weakest assumption

That LLMs can accurately perceive semantic interactions from spatial layouts and reason about refinement intent without persistent human-LLM misalignment, as assumed in the framework design.

C3one line summary

Semantic Prompting enables LLMs to perform precise incremental narrative revisions by perceiving semantic interactions in spatial layouts, addressing misalignment gaps in existing methods.

Cited by

2 papers in Pith

Drag, Infer, Reproject: Grounding LLMs through Spatial Interaction for Image Clustering

Receipt and verification

First computed	2026-06-30T01:17:38.550983Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

14c53cc75fd29f8cc103bc79207ca7bae94ac3616064e5622896a1e0df437e16

Aliases

arxiv: 2604.19971 · arxiv_version: 2604.19971v2 · doi: 10.48550/arxiv.2604.19971 · pith_short_12: CTCTZR272KPY · pith_short_16: CTCTZR272KPYZQID · pith_short_8: CTCTZR27

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/CTCTZR272KPYZQIDXR4SA7FHXL \
  | 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: 14c53cc75fd29f8cc103bc79207ca7bae94ac3616064e5622896a1e0df437e16

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ca4c21d3d46c9dae1f13828422266a5811d3fac5ea0706ad45604f6fcc5033f1",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.HC",
    "submitted_at": "2026-04-21T20:28:42Z",
    "title_canon_sha256": "ceb430056b726cd5f07835f79f76e15961b2dda24222df7eb5329256e34181da"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2604.19971",
    "kind": "arxiv",
    "version": 2
  }
}