Skip to main content

HalluAudio: A Comprehensive Benchmark for Hallucination Detection in Large Audio-Language Models

Stale6d ago25 refs / 4 sources / Verification pending
Viability
0.0/10

Compared to this week’s papers

Verification pending

Use This Via API or MCP

Use Signal Canvas as the narrative proof surface

Signal Canvas is the citation-first public layer for turning one paper into a structured commercialization narrative. Use it to hand off into REST, MCP, Build Loop, and launch-pack execution without losing source lineage.

Page Freshness

Signal Canvas proof surface

Canonical route: /signal-canvas/halluaudio-a-comprehensive-benchmark-for-hallucination-detection-in-large-audio-language-models

ready
Proof freshness
fresh
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
25
Source count
4
Coverage
83%

Page-specific freshness sourced from this paper's evidence receipt and score bundle.

Agent Handoff

HalluAudio: A Comprehensive Benchmark for Hallucination Detection in Large Audio-Language Models

Canonical ID halluaudio-a-comprehensive-benchmark-for-hallucination-detection-in-large-audio-language-models | Route /signal-canvas/halluaudio-a-comprehensive-benchmark-for-hallucination-detection-in-large-audio-language-models

REST example

curl https://sciencetostartup.com/api/v1/agent-handoff/signal-canvas/halluaudio-a-comprehensive-benchmark-for-hallucination-detection-in-large-audio-language-models

MCP example

{
  "tool": "search_signal_canvas",
  "arguments": {
    "mode": "paper",
    "paper_ref": "halluaudio-a-comprehensive-benchmark-for-hallucination-detection-in-large-audio-language-models",
    "query_text": "Summarize HalluAudio: A Comprehensive Benchmark for Hallucination Detection in Large Audio-Language Models"
  }
}

source_context

{
  "surface": "signal_canvas",
  "mode": "paper",
  "query": "HalluAudio: A Comprehensive Benchmark for Hallucination Detection in Large Audio-Language Models",
  "normalized_query": "2604.19300",
  "route": "/signal-canvas/halluaudio-a-comprehensive-benchmark-for-hallucination-detection-in-large-audio-language-models",
  "paper_ref": "halluaudio-a-comprehensive-benchmark-for-hallucination-detection-in-large-audio-language-models",
  "topic_slug": null,
  "benchmark_ref": null,
  "dataset_ref": null
}

Evidence Receipt

Route status: building

Claims: 1

References: 25

Proof: Verification pending

Freshness state: computing

Source paper: HalluAudio: A Comprehensive Benchmark for Hallucination Detection in Large Audio-Language Models

PDF: https://arxiv.org/pdf/2604.19300v1

Source count: 4

Coverage: 83%

Last proof check: 2026-04-22T20:32:43.923Z

Signal Canvas receipt window

Watch and verify: HalluAudio: A Comprehensive Benchmark for Hallucination Detection in Large Audio-Language Models

/buildability/halluaudio-a-comprehensive-benchmark-for-hallucination-detection-in-large-audio-language-models

Watchwatch

Subject: HalluAudio: A Comprehensive Benchmark for Hallucination Detection in Large Audio-Language Models

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/halluaudio-a-comprehensive-benchmark-for-hallucination-detection-in-large-audio-language-models

Paper ref

halluaudio-a-comprehensive-benchmark-for-hallucination-detection-in-large-audio-language-models

arXiv id

2604.19300

Freshness

Generated at

2026-04-22T20:32:43.923Z

Evidence freshness

fresh

Last verification

2026-04-22T20:32:43.923Z

Sources

4

References

25

Coverage

83%

Hash state

Lineage hash

d7555a7055355191cf739572a371bcfcc44c1f4ccb91c27fa7c1bb614ea4e6f1

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

25 refs / 4 sources / Verification pending

repo_url

Missing proof, requirement, signature, approval, adoption, or telemetry fields are blockers and must not be inferred.

Paper Conversation

Citation-first answers with explicit evidence receipts, disagreement handling, commercialization framing, and next actions.

Paper Mode

HalluAudio: A Comprehensive Benchmark for Hallucination Detection in Large Audio-Language Models

Overall score: 7/10
Lineage: d7555a705535

Canonical Paper Receipt

Last verification: 2026-04-22T20:32:43.923Z

Freshness: fresh

Proof: unverified

Repo: missing

References: 25

Sources: 4

Coverage: 83%

Missingness
  • - repo_url
Unknowns

No unresolved unknowns recorded.

Preparing verified analysis

Dimensions overall score 7.0

GitHub Code Pulse

No public code linked for this paper yet.

Key claims

Strong 1Mixed 0Weak 0
Author intelligence and commercialization panels stay hidden until the proof receipt is verified, cites at least 3 references, includes at least 2 sources, and clears 50% coverage. The paper narrative and citation surfaces remain public while verification is pending.

Startup potential card

Startup potential card preview

Related Resources

Related resources will appear here when this paper maps cleanly to topic, benchmark, or dataset surfaces.

BUILDER'S SANDBOX

Build This Paper

Use an AI coding agent to implement this research.

OpenAI Codex
OpenAI CodexAI Agent

Lightweight coding agent in your terminal.

Claude Code
Claude CodeAI Agent

Agentic coding tool for terminal workflows.

AntiGravity IDE
AntiGravity IDEScaffolding

AI agent mindset installer and workflow scaffolder.

Cursor
CursorIDE

AI-first code editor built on VS Code.

VS Code
VS CodeIDE

Free, open-source editor by Microsoft.

Estimated $9K - $13K over 6-10 weeks.

See exactly what it costs to build this -- with 3 comparable funded startups.

7-day free trial. Cancel anytime.

Discover the researchers behind this paper and find similar experts.

7-day free trial. Cancel anytime.