Assessing Capabilities of Large Language Models in Social Media Analytics: A Multi-task Quest
Compared to this week’s papers
Verification pending
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Page Freshness
Signal Canvas proof surface
Canonical route: /signal-canvas/assessing-capabilities-of-large-language-models-in-social-media-analytics-a-multi-task-quest
- Proof freshness
- stale
- Proof status
- unverified
- Display score
- 7/10
- Last proof check
- 2026-04-22
- Score updated
- 2026-04-22
- Score fresh until
- 2026-05-22
- References
- 21
- Source count
- 3
- Coverage
- 67%
This page is showing the last landed evidence receipt and score bundle because the latest proof data is outside the freshness window.
Agent Handoff
Assessing Capabilities of Large Language Models in Social Media Analytics: A Multi-task Quest
Canonical ID assessing-capabilities-of-large-language-models-in-social-media-analytics-a-multi-task-quest | Route /signal-canvas/assessing-capabilities-of-large-language-models-in-social-media-analytics-a-multi-task-quest
REST example
curl https://sciencetostartup.com/api/v1/agent-handoff/signal-canvas/assessing-capabilities-of-large-language-models-in-social-media-analytics-a-multi-task-questMCP example
{
"tool": "search_signal_canvas",
"arguments": {
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"paper_ref": "assessing-capabilities-of-large-language-models-in-social-media-analytics-a-multi-task-quest",
"query_text": "Summarize Assessing Capabilities of Large Language Models in Social Media Analytics: A Multi-task Quest"
}
}source_context
{
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"query": "Assessing Capabilities of Large Language Models in Social Media Analytics: A Multi-task Quest",
"normalized_query": "2604.18955",
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"topic_slug": null,
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}Evidence Receipt
Route status: buildingClaims: 1
References: 21
Proof: Verification pending
Freshness state: computing
Source paper: Assessing Capabilities of Large Language Models in Social Media Analytics: A Multi-task Quest
PDF: https://arxiv.org/pdf/2604.18955v1
Source count: 3
Coverage: 67%
Last proof check: 2026-04-22T02:15:07.203Z
Signal Canvas receipt window
Watch and verify: Assessing Capabilities of Large Language Models in Social Media Analytics: A Multi-task Quest
/buildability/assessing-capabilities-of-large-language-models-in-social-media-analytics-a-multi-task-quest
Subject: Assessing Capabilities of Large Language Models in Social Media Analytics: A Multi-task Quest
Verdict
Watch
Verdict is Watch because viability or proof quality is intermediate and should be re-evaluated before execution.
Time to first demo
Insufficient data
No first-demo timestamp, owner estimate, or elapsed demo receipt is attached to this surface.
Compute envelope
Structured compute envelope
Insufficient data
No data, compute, hardware, memory, latency, dependency, or serving requirement receipt is attached.
Evidence ids
Receipt path
/buildability/assessing-capabilities-of-large-language-models-in-social-media-analytics-a-multi-task-quest
Paper ref
assessing-capabilities-of-large-language-models-in-social-media-analytics-a-multi-task-quest
arXiv id
2604.18955
Freshness
Generated at
2026-04-22T02:15:07.203Z
Evidence freshness
stale
Last verification
2026-04-22T02:15:07.203Z
Sources
3
References
21
Coverage
67%
Hash state
Lineage hash
74a92de3221cc3ae64f9faf55e0bfeb733fe505ffdac9b0cbcb04a0b6f141cb8
Canonical opportunity-kernel lineage hash.
Signature state
External signature
unsigned_external
No founder, registry, pilot, or production-adoption signature is attached to this receipt.
Verification
not_verified
Verification is blocked until an external signature is provided.
Blockers
- Missing: repo_url
- Missing: proof_status
- Unknown: proof verification has not been recorded yet
21 refs / 3 sources / Verification pending
repo_url
proof_status
Paper Conversation
Citation-first answers with explicit evidence receipts, disagreement handling, commercialization framing, and next actions.
Assessing Capabilities of Large Language Models in Social Media Analytics: A Multi-task Quest
Canonical Paper Receipt
Last verification: 2026-04-22T02:15:07.203ZFreshness: stale
Proof: unverified
Repo: missing
References: 21
Sources: 3
Coverage: 67%
- - repo_url
- - proof_status
- - proof verification has not been recorded yet
Preparing verified analysis
Dimensions overall score 7.0
GitHub Code Pulse
No public code linked for this paper yet.
Key claims
Startup potential card
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