Rock Talk v0.3 and Multi-Paper Split Release

AGENTS.md

@@ -7,5 +7,5 @@ You assist Academic Vibing.
 You know rock talk.
 You know this repo.
 You know README.md
-You know rock-talk-0.1.md
+You know rock-talk.0.3.md
 You discover more.

CITATIONS.md

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+# Rock Talk 0.1 — Citation Audit Log
+
+Auditor: Claude Sonnet 4.6
+Date: 2026-06-14
+Status Key: ✅ VERIFIED | ⚠️ FIXED | ❌ REMOVED | 🔍 UNVERIFIED
+
+
+## CRITICAL FIXES APPLIED
+
+### ✅ Vaswani et al. (2017) — FIXED arXiv NUMBER
+- Correct arXiv: `1706.03762`
+- Action: Fixed the arXiv number in the paper body (Section 9) and the
+References section.
+
+
+## FULL CITATION AUDIT
+
+### ✅ ALSSA (2025)
+- Claim: Multi-Service Brevity Codes
+- URL in paper: https://www.alssa.mil/mttps/brevity/
+- Status: VERIFIED
+
+### ✅ Brath, R., et al. (2023)
+- Claim: Visualizing LLM text style transfer, IEEE VIS 2023
+- URL in paper: https://uncharted.software/research/visualizing-llm-text-style-
+transfer/
+- Status: FIXED — URL updated to a working research page.
+
+### ✅ Brown, T. B., et al. (2020)
+- Claim: Language Models are Few-Shot Learners
+- arXiv in paper: 2005.14165
+- Status: VERIFIED — Cited in Section 6.
+
+### ✅ Burroughs, E. R. (1912)
+- Claim: Tarzan of the Apes
+- Status: VERIFIED — Cited in Appendix A.
+
+### ✅ Clark, H. H. (1996)
+- Claim: Using Language, Cambridge University Press
+- Status: VERIFIED
+
+### ✅ Daniels, G., & Thompson, B. (1989)
+- Claim: "Samaritan Snare," Star Trek: TNG
+- Status: VERIFIED — Cited in Appendix A.
+
+### ✅ FAA (2026)
+- Claim: Pilot/Controller Glossary
+- URL in paper:
+https://www.faa.gov/air_traffic/publications/media/PCG_Bsc_w_Chg_1_and_2_dtd_1-22-26.pdf
+- Status: VERIFIED
+
+### ✅ Frising, M. (2025)
+- Claim: Linear Personality Probing and Steering in LLMs: A Big Five Study
+- arXiv in paper: 2512.17639
+- Status: VERIFIED
+
+### ✅ Givón, T. (1979)
+- Claim: On Understanding Grammar, Academic Press
+- Status: VERIFIED
+
+### ✅ Grice, H. P. (1975)
+- Claim: Logic and Conversation, in Syntax and Semantics
+- Status: VERIFIED
+
+### ✅ Handey, J. (1991)
+- Claim: "Unfrozen Caveman Lawyer," SNL Season 17 Episode 7
+- Status: VERIFIED — Cited in Appendix A.
+
+### ✅ Hanna, W., & Barbera, J. (1960)
+- Claim: The Flintstones, ABC
+- Status: VERIFIED — Cited in Appendix A.
+
+### ✅ JuliusBrussee (2024)
+- Claim: Claude Caveman, GitHub Repository
+- URL in paper: https://github.com/juliusbrussee/caveman
+- Status: VERIFIED
+
+### ✅ Levinson, S. C. (2000)
+- Claim: Presumptive Meanings, MIT Press
+- Status: VERIFIED
+
+### ✅ Li, J. (2024)
+- Claim: Cognitive Load and Linguistic Compression in Stressful Environments,
+Journal of Computational Linguistics
+- Status: REMOVED — Likely hallucinated.
+
+### ✅ Liu, N. F., et al. (2024)
+- Claim: Lost in the Middle, TACL vol. 12
+- DOI in paper: https://doi.org/10.1162/tacl_a_00660
+- Status: VERIFIED
+
+### ✅ Malinowski, B. (1923)
+- Claim: The Problem of Meaning in Primitive Languages, in The Meaning of
+Meaning
+- Status: VERIFIED
+
+### ✅ Malik, A., et al. (2024)
+- Claim: From Tarzan to Tolkien: Controlling Language Proficiency, ACL 2024
+- DOI in paper: https://doi.org/10.18653/v1/2024.findings-acl.926
+- Status: VERIFIED
+
+### ✅ Manning, M. (Director, 1991)
+- Claim: "The Nth Degree," Star Trek: TNG
+- Status: VERIFIED — Cited in Appendix A.
+
+### ✅ Miller, G. A. (1956)
+- Claim: The Magical Number Seven, Psychological Review
+- Status: VERIFIED
+
+### ✅ Raiyan, S. R., et al. (2025)
+- Claim: FrugalPrompt: Reducing Contextual Overhead in LLMs
+- arXiv in paper: 2510.16439
+- Status: VERIFIED
+
+### ✅ Saito, H. (2023)
+- Claim: Signal Processing in Human-Machine Interaction, Tokyo Institute of
+Technology
+- Status: REMOVED — Likely hallucinated.
+
+### ✅ Shannon, C. E. (1948)
+- Claim: A Mathematical Theory of Communication, Bell System Technical Journal
+- URL in paper: https://archive.org/details/shannon1948
+- Status: VERIFIED
+
+### ✅ Somerstep, S., et al. (2024)
+- Claim: Weak-to-strong generalization, arXiv:2405.16236
+- Status: REMOVED — Orphaned reference.
+
+### ✅ Sperber, D., & Wilson, D. (1986)
+- Claim: Relevance: Communication and Cognition, Harvard University Press
+- Status: VERIFIED
+
+### ✅ Standage, T. (1998)
+- Claim: The Victorian Internet, Macmillan
+- Status: VERIFIED
+
+### ✅ Vaswani, A., et al. (2017)
+- Claim: Attention Is All You Need, NeurIPS
+- Correct arXiv: 1706.03762
+- Status: VERIFIED
+
+### ✅ Yang, B., et al. (2025)
+- Claim: Crafting Customisable Characters with LLMs, arXiv:2406.17962
+- Status: VERIFIED
+
+### ✅ Zhang, T., et al. (2024)
+- Claim: Self-interpreting Adversarial Images, arXiv:2407.08970
+- Status: REMOVED — Orphaned reference.
+
+### ✅ Zipf, G. K. (1949)
+- Claim: Human Behavior and the Principle of Least Effort, Addison-Wesley
+- URL in paper: https://archive.org/details/humanbehaviorpri00zipf
+- Status: VERIFIED
+
+
+## SUMMARY TABLE
+
+| Citation | Status | Action |
+|---|---|---|
+| ALSSA 2025 | ✅ Verified | Link confirmed |
+| Brath 2023 | ✅ Fixed | Updated URL |
+| Brown 2020 | ✅ Verified | Cited in Section 6 |
+| Burroughs 1912 | ✅ Verified | Cited in Appendix A |
+| Clark 1996 | ✅ Verified | OK |
+| Daniels & Thompson 1989 | ✅ Verified | Cited in Appendix A |
+| FAA 2026 | ✅ Verified | OK |
+| Frising 2025 | ✅ Verified | OK |
+| Givón 1979 | ✅ Verified | OK |
+| Grice 1975 | ✅ Verified | OK |
+| Handey 1991 | ✅ Verified | Cited in Appendix A |
+| Hanna & Barbera 1960 | ✅ Verified | Cited in Appendix A |
+| JuliusBrussee 2024 | ✅ Verified | Link confirmed |
+| Levinson 2000 | ✅ Verified | OK |
+| Li 2024 | ❌ REMOVED | HALLUCINATED |
+| Liu 2024 | ✅ Verified | OK |
+| Malinowski 1923 | ✅ Verified | OK |
+| Malik 2024 | ✅ Verified | OK |
+| Manning 1991 | ✅ Verified | Cited in Appendix A |
+| Miller 1956 | ✅ Verified | OK |
+| Raiyan 2025 | ✅ Verified | OK |
+| Saito 2023 | ❌ REMOVED | HALLUCINATED |
+| Shannon 1948 | ✅ Verified | OK |
+| Somerstep 2024 | ❌ REMOVED | ORPHANED |
+| Sperber & Wilson 1986 | ✅ Verified | OK |
+| Standage 1998 | ✅ Verified | OK |
+| Vaswani 2017 | ✅ FIXED | FIXED arXiv NUMBER |
+| Yang 2025 | ✅ Verified | OK |
+| Zhang 2024 | ❌ REMOVED | ORPHANED |
+| Zipf 1949 | ✅ Verified | OK |
+
+
+## PRIORITY ACTION LIST
+
+1. CRITICAL: Fix Vaswani arXiv in Section 9: `2005.14165` → `1706.03762` — ✅
+DONE
+2. CRITICAL: Remove `Li, J. (2024)` — ✅ DONE
+3. CRITICAL: Remove `Saito, H. (2023)` — ✅ DONE
+4. HIGH: Fix `Brath 2023` URL — ✅ DONE
+5. MEDIUM: Verify `JuliusBrussee (2024)` GitHub repo — ✅ DONE
+6. LOW: Clean up orphaned references — ✅ DONE
+7. LOW: Verify Handey authorship credit — ✅ DONE
+
+
+Final verification of all citations completed 2026-06-14.