Pith Number

pith:M2PM7S4S

pith:2024:M2PM7S4SZ75Z3XDBH4JQTVQTT6

not attested not anchored not stored refs pending

SRL-CLIP: Efficient CLIP Video Adaptation via Structured Semantic Role Labels

Darshan Singh, Makarand Tapaswi, Zeeshan Khan

Structured semantic role label captions let CLIP adapt to video tasks with only 23k pairs.

arxiv:2401.07669 v3 · 2024-01-15 · cs.CV

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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

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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

simple contrastive finetuning on a mere 23k video-caption pairs is adequate to learn powerful, transferable representations applicable across a diverse range of video understanding tasks that require varying levels of perceptual granularity

C2weakest assumption

The assumption that rule-based captions generated from SRL annotations supply a sufficiently rich and holistic learning signal compared with the sparse narrations found in large-scale video datasets.

C3one line summary

SRL-CLIP uses rule-based captions derived from semantic role labels to adapt CLIP via contrastive fine-tuning on 23k pairs, matching or exceeding larger models trained on far more data across video tasks.

Cited by

1 paper in Pith

All in One: A Unified Synthetic Data Pipeline for Multimodal Video Understanding

Receipt and verification

First computed	2026-05-27T01:04:46.725046Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

669ecfcb92cffb9ddc613f1309d6139fafb6b2dda89137fe5bc30b948fe25d20

Aliases

arxiv: 2401.07669 · arxiv_version: 2401.07669v3 · doi: 10.48550/arxiv.2401.07669 · pith_short_12: M2PM7S4SZ75Z · pith_short_16: M2PM7S4SZ75Z3XDB · pith_short_8: M2PM7S4S

Agent API

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Verify this Pith Number yourself

curl -sH 'Accept: application/ld+json' https://pith.science/pith/M2PM7S4SZ75Z3XDBH4JQTVQTT6 \
  | 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: 669ecfcb92cffb9ddc613f1309d6139fafb6b2dda89137fe5bc30b948fe25d20

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "fcf55014ddd655a0fdba291419de19c02fc86c757bbc8ee9eb96c0c5f3f697a1",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2024-01-15T13:27:34Z",
    "title_canon_sha256": "cc1a6fb1c5ac00d0faf988973ce6182c2bea4053866cde41ec058787425ec585"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2401.07669",
    "kind": "arxiv",
    "version": 3
  }
}