Cormac Shannon
95b5857189
Six seeds snowballed (Semantic Scholar) plus logged keyword searches (OpenAlex, arXiv): 2,127 unique records, 480 title/abstract screened. AI first-pass suggestions are in their own column; decisions are pending. Claude-Session: https://claude.ai/code/session_01S8KN7NuUCm8nXLmy6eDuVv
3.3 KiB
3.3 KiB
| 1 | date | source | action | query_or_seed | filters | total_hits | retrieved | results_file |
|---|---|---|---|---|---|---|---|---|
| 2 | 2026-10-28 | Semantic Scholar API | backward snowball (references) | 2309.14322 | 56 | 56 | results/snowball-back-wortsman2024.csv | |
| 3 | 2026-10-28 | Semantic Scholar API | forward snowball (citations) | 2309.14322 | 210 | 210 | results/snowball-fwd-wortsman2024.csv | |
| 4 | 2026-10-28 | Semantic Scholar API | backward snowball (references) | 2010.04245 | 41 | 41 | results/snowball-back-henry2020.csv | |
| 5 | 2026-10-28 | Semantic Scholar API | forward snowball (citations) | 2010.04245 | 351 | 351 | results/snowball-fwd-henry2020.csv | |
| 6 | 2026-10-28 | Semantic Scholar API | backward snowball (references) | 2602.02522 | 22 | 22 | results/snowball-back-imu1.csv | |
| 7 | 2026-10-28 | Semantic Scholar API | forward snowball (citations) | 2602.02522 | 1 | 1 | results/snowball-fwd-imu1.csv | |
| 8 | 2026-10-28 | Semantic Scholar API | backward snowball (references) | 2410.16682 | 21 | 21 | results/snowball-back-stability2024.csv | |
| 9 | 2026-10-28 | Semantic Scholar API | forward snowball (citations) | 2410.16682 | 16 | 16 | results/snowball-fwd-stability2024.csv | |
| 10 | 2026-10-28 | Semantic Scholar API | backward snowball (references) | 2302.05442 | 134 | 134 | results/snowball-back-vit22b.csv | |
| 11 | 2026-10-28 | Semantic Scholar API | forward snowball (citations) | 2302.05442 | 972 | 972 | results/snowball-fwd-vit22b.csv | |
| 12 | 2026-10-28 | Semantic Scholar API | backward snowball (references) | 2303.06296 | 72 | 72 | results/snowball-back-zhai2023.csv | |
| 13 | 2026-10-28 | Semantic Scholar API | forward snowball (citations) | 2303.06296 | 221 | 221 | results/snowball-fwd-zhai2023.csv | |
| 14 | 2026-10-28 | OpenAlex API | search | "qk-norm"|"qk norm"|"qk-layernorm"|"qk layernorm"|"query-key normalization"|"query key normalization"|"qk normalization" | since=2020-01-01 | 46 | 46 | results/S1-openalex-qknorm.csv |
| 15 | 2026-10-28 | OpenAlex API | search | "attention logit"|"attention logits"|"attention entropy collapse"|"logit growth" AND "training instability"|"training stability"|"loss spike"|"divergence"|"learning rate" | since=2020-01-01 | 11 | 11 | results/S2-openalex-logit-instability.csv |
| 16 | 2026-10-28 | OpenAlex API | search | "small language model"|"small language models"|"small-scale proxies"|"small transformer" AND "learning rate sensitivity"|"training instability"|"training stability" AND "normalization" | since=2020-01-01 | 1 | 1 | results/S3-openalex-small-scale.csv |
| 17 | 2026-10-28 | arXiv API | search | abs:"qk norm" OR abs:"qk-norm" OR abs:"query-key normalization" OR abs:"qk normalization" OR abs:"qk-layernorm" OR abs:"qk layernorm" | since=2020-01-01 | 30 | 30 | results/A1-arxiv-qknorm.csv |
| 18 | 2026-10-28 | arXiv API | search | (abs:"attention logit" OR abs:"attention logits" OR abs:"entropy collapse") AND (abs:"training instability" OR abs:"learning rate" OR abs:"loss spike") | since=2020-01-01 | 9 | 9 | results/A2-arxiv-logit-instability.csv |
| 19 | 2026-10-28 | OpenAlex API | search | "large language model"|"large language models"|"LLM"|"ChatGPT"|"GPT-4" AND "systematic literature review"|"systematic review"|"literature search"|"literature screening" AND "search"|"screening" | since=2023-01-01 | 3248 | 200 | results/L1-openalex-llm-for-lit-search.csv |
| 20 | 2026-10-28 | OpenAlex API | search | "large language model"|"large language models"|"LLM"|"ChatGPT" AND "systematic literature review"|"literature review"|"snowballing" AND "software engineering" | since=2023-01-01 | 210 | 100 | results/L2-openalex-llm-slr-software-eng.csv |