From c3d6c06910c8286f5b6d91bed6f68a913233806c Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?=E4=BE=9D=E7=91=AA=E8=B2=93?= Date: Sat, 15 Aug 2026 00:01:48 +0800 Subject: [PATCH] Add step 4 semantic code grouping by majority vote on claude-fable-5 Co-Authored-By: Claude Fable 5 --- CLAUDE.md | 19 ++++++++++------ docs/decision-log.md | 38 +++++++++++++++++++++++++++++++ docs/methodology.md | 40 +++++++++++++++++++++++++-------- docs/run-costs.md | 7 +++++- prompts/04-group.md | 30 +++++++++++++++++++++++++ runs/04-group/run1/meta.json | 25 +++++++++++++++++++++ runs/04-group/run1/output.jsonl | 4 ++++ runs/04-group/run1/prompt.md | 30 +++++++++++++++++++++++++ runs/04-group/run2/meta.json | 25 +++++++++++++++++++++ runs/04-group/run2/output.jsonl | 4 ++++ runs/04-group/run2/prompt.md | 30 +++++++++++++++++++++++++ runs/04-group/run3/meta.json | 25 +++++++++++++++++++++ runs/04-group/run3/output.jsonl | 4 ++++ runs/04-group/run3/prompt.md | 30 +++++++++++++++++++++++++ 14 files changed, 294 insertions(+), 17 deletions(-) create mode 100644 prompts/04-group.md create mode 100644 runs/04-group/run1/meta.json create mode 100644 runs/04-group/run1/output.jsonl create mode 100644 runs/04-group/run1/prompt.md create mode 100644 runs/04-group/run2/meta.json create mode 100644 runs/04-group/run2/output.jsonl create mode 100644 runs/04-group/run2/prompt.md create mode 100644 runs/04-group/run3/meta.json create mode 100644 runs/04-group/run3/output.jsonl create mode 100644 runs/04-group/run3/prompt.md diff --git a/CLAUDE.md b/CLAUDE.md index c726e6d..cbaab2e 100644 --- a/CLAUDE.md +++ b/CLAUDE.md @@ -3,8 +3,11 @@ ## Analysis pipeline - LLM analysis runs via Python scripts calling the Anthropic - Messages API: model `claude-sonnet-4-6`, `temperature=0`, - thinking disabled, Batch API where possible. + Messages API, Batch API where possible. Steps 1 and 3 run + on `claude-sonnet-4-6` with `temperature=0` and thinking + disabled; step 4 runs on `claude-fable-5`, which accepts + neither parameter -- its sampling variance is absorbed by + the majority vote. - Prompt definition files live in `prompts/--.md` (e.g. 01-tag.md; no version suffix -- versions live in git history) and are @@ -13,11 +16,13 @@ deterministic vocabulary step (step 2) has no definition file yet holds its own number. Zero padding is for sorting only -- prose says "step 1", "step 3". -- Per-song LLM judgments (coding) run the same definition - file three times, independently, over the same input; a - deterministic subcommand then assigns a (song, keyword) - pair when at least two of the three runs assign it - ("3 runs + majority vote"). Free-generation steps run +- Itemwise LLM judgments (per-song coding in step 3, + per-keyword group selection in step 4) run the same + definition file three times, independently, over the same + input; a deterministic tally then assigns an item (a + (song, keyword) or (group, keyword) pair) when at least + two of the three runs assign it ("3 runs + majority + vote"). Free-generation steps run twice and both outputs are pooled. The vocabulary is built by a deterministic subcommand (embedding + clustering), not by an LLM. If a validation outcome is diff --git a/docs/decision-log.md b/docs/decision-log.md index 7a73a7a..baf0dcc 100644 --- a/docs/decision-log.md +++ b/docs/decision-log.md @@ -688,3 +688,41 @@ 檢定(women-power/female-empowerment 對三群之 2×2, Fisher 精確檢定,6 檢定一族之 BH-FDR 校正 q)之數字 以本條所載分群為據,論文之編碼群表與群關聯表同此。 + +- **步驟 4:語意編碼群以三票制定案(claude-fable-5), + 取代草稿分群**:更正前條——所稱「研究者審定」實未 + 發生,研究者僅將盲選輸出整理歸檔,未作實質裁決;草稿 + 分群(單次 Claude Code 盲選)不具方法學地位。裁定 + 步驟 4 為語意分群的正式程序。任務與盲選同構:每筆輸入 + 為群名加 101 碼字母序清單,輸出為入選碼的單層 JSON + 陣列;定義檔 `prompts/04-group.md` 只定格式、不含群的 + 語意定義。模型裁定 claude-fable-5:模型對照實驗(同 + 定義檔、同輸入、Batch API)顯示分群對模型高度敏感—— + claude-sonnet-4-6 將群名成份式拆讀(women+power,凡 + 力量語意即入選,women-power 群 11 碼,並產詞彙表外 + 幻覺碼一筆),claude-fable-5 讀為詞彙化概念(要求女性 + 標記,women-power 群 2 碼),與草稿盲選及深度閱讀輔助 + 判讀同讀法;sonnet 對照執行歸檔另行私人備份,不入 + 版本庫,支出留帳。claude-fable-5 不 + 受理 temperature 與 thinking 參數(均不送出),無法釘 + temperature=0;執行間變異實測存在(run1/run2 於陽剛、 + 脆弱邊緣碼分歧),由三票多數決吸收;詞彙表外輸出項 + 無效。三次執行(`runs/04-group/run1`–`run3`)多數決 + 定案(22 個(群,碼)中 21 個三次全票, + family-and-fatherhood 以 2:1 入群):女性力量群 2 碼 + ——female-empowerment、women-power;厭女群 1 碼—— + rejection-of-women;陽剛男性氣質群 9 碼—— + dominance-and-power、family-and-fatherhood、 + hustle-and-money、rivalry-and-superiority、 + self-confidence-and-braggadocio、 + showing-off-and-impressing、street-loyalty-and-danger、 + violence-and-street-danger、wealth-and-flexing;脆弱群 + 10 碼——disappointment-and-failure、 + fear-of-losing-love、heartbreak-and-grief、 + hidden-emotional-struggle、inner-mental-turmoil、 + loneliness-and-isolation、longing-and-loss、 + past-trauma-and-healing、self-worth-and-insecurity、 + vulnerability-and-betrayal。計票由確定性子命令 + `tally-groups` 重現,定案寫入 `results/groups.csv` + (群、編碼、票數);論文之編碼群表、上標註記與群層次 + 檢定改以本定案為據,相關數表隨之重算。 diff --git a/docs/methodology.md b/docs/methodology.md index 73f92ac..005f57e 100644 --- a/docs/methodology.md +++ b/docs/methodology.md @@ -6,17 +6,18 @@ ## 自然編碼管線總覽 -三個步驟：步驟 1 自由標註（兩次執行進池）→ 步驟 2 詞彙表 +四個步驟：步驟 1 自由標註（兩次執行進池）→ 步驟 2 詞彙表 建構（詞向量分群，確定性）→ 步驟 3 全量編碼（三次執行＋ -多數決）。歌詞只出現在步驟 1 與步驟 3；步驟 2 完全不接觸 -歌詞，也不呼叫 LLM。設計原則見 `research-plan.md`；本檔 +多數決）→ 步驟 4 語意編碼群（三次執行＋多數決）。歌詞只 +出現在步驟 1 與步驟 3；步驟 2 與步驟 4 完全不接觸歌詞， +步驟 2 亦不呼叫 LLM。設計原則見 `research-plan.md`；本檔 記載可重現的演算法細節。 -編號的所指為**研究程序的工序**，不是定義檔：步驟 1 與 -步驟 3 有定義檔（`prompts/`），步驟 2 沒有——它是單一 -確定性計算，由 `cluster-keywords` 一個子命令完成。有無 -定義檔的區別即「該步是否為 LLM 判斷」，由 `prompts/` 是 -否存在同號檔案直接可見。 +編號的所指為**研究程序的工序**，不是定義檔：步驟 1、 +步驟 3 與步驟 4 有定義檔（`prompts/`），步驟 2 沒有—— +它是單一確定性計算，由 `cluster-keywords` 一個子命令 +完成。有無定義檔的區別即「該步是否為 LLM 判斷」，由 +`prompts/` 是否存在同號檔案直接可見。 ## 步驟 2 詞彙表建構——詞向量分群 @@ -113,6 +114,27 @@ 0.7 者為 0.78，0.9 者為 0.97），程序重跑的一致性因而 高於單次執行，唯獨恰半處無從改善。 +## 步驟 4 語意編碼群 + +- **對象**：將 101 個編碼依語意劃入研究者命名的四個編碼 + 群——女性力量（women-power group）、反女性力量／厭女 + （misogyny group）、陽剛男性氣質（masculine group）、 + 脆弱（vulnerable group）。群只有名字，沒有定義；歸屬 + 由 LLM 依編碼名的字面語意判斷。 +- **任務**：每筆輸入為一個群名加 101 個編碼的字母序 + 清單，輸出為入選編碼的單層 JSON 陣列；定義檔 + `prompts/04-group.md` 只定格式，不含任何群的語意定義。 +- **模型**：`claude-fable-5`（步驟 1、3 為 + `claude-sonnet-4-6`）。該模型不受理 `temperature` 與 + `thinking` 參數，兩者均不送出；取樣變異由多數決吸收。 + 模型裁定的理由與對照實驗見決策日誌。 +- **三次執行**：同一份定義檔、同一份輸入檔，獨立執行 + 三次，歸檔並列（`runs/04-group/run1`、`run2`、`run3`）。 +- **多數決**：一個（群，編碼）配對，三次執行中至少兩次 + 入選即屬該群；不在 101 碼詞彙表內的輸出項無效。計票由 + 確定性子命令 `tally-groups` 完成，定案分群寫入 + `results/groups.csv`（欄位：群、編碼、票數）。 + ## 女性力量候選集 候選集為兩類歌曲的合集：定案編碼含 `women-power` 者， @@ -188,7 +210,7 @@ - LLM 步驟以 `run-llm <定義檔> <輸入檔> <歸檔目錄>` 執行；一步的 N 次執行＝重現命令清單上的 N 行命令， - 各自歸檔（`runs/<步驟>/run1`、`run2`，編碼步驟另有 + 各自歸檔（`runs/<步驟>/run1`、`run2`，三票制步驟另有 `run3`）。 - 確定性步驟（進池、分群、計票、對映）為子命令，其 輸入輸出檔同隨 `runs/` 歸檔；因無執行變異，歸檔目錄 diff --git a/docs/run-costs.md b/docs/run-costs.md index 172b8e3..c8340e4 100644 --- a/docs/run-costs.md +++ b/docs/run-costs.md @@ -39,5 +39,10 @@ $3／$15、opus-4-6 $5／$25、opus-5 與 fable-5 $10／$50） | 2026-08-06 | 03-02-arbitration | — | claude-sonnet-4-6 | msgbatch_019xcQXwrbwDGFc9nE5M8AjE | 4 分 0 秒 | 763,193 | 42,389 | $1.46 | 已取代（2 首遭內容過濾攔阻、13 首輸出夾帶散文；定義檔修訂後重跑） | | 2026-08-06 | 03-02-arbitration | — | claude-sonnet-4-6 | msgbatch_01N7bDbXRSfAVUzzaj2thKeR | 4 分 20 秒 | 781,037 | 39,315 | $1.47 | 現行（644 首全數有效，零攔阻；保留 1,481／送裁 1,699） | | 2026-08-06 | 03-code | run3 | claude-sonnet-4-6 | msgbatch_01KnkCaGETnFJrPddrxZTYHA | 6 分 26 秒 | 1,625,458 | 363,840 | $5.17 | 現行（101 碼；883 首全數有效，零攔阻） | +| 2026-08-14 | 04-group | run1 | claude-sonnet-4-6 | msgbatch_01UPNedog6feQzJ9WVfSAxBD | 1 分 1 秒 | 3,129 | 470 | $0.01 | 已取代（僅 3 群；改納 women-power 群後重跑） | +| 2026-08-14 | 04-group | run1 | claude-sonnet-4-6 | msgbatch_01KntJgxdicStaMjNL12P3zi | 1 分 25 秒 | 4,170 | 558 | $0.01 | 已取代（改以 claude-fable-5 執行；vulnerable 輸出含詞彙表外碼 1 筆；歸檔另行私人備份，不入版本庫） | +| 2026-08-14 | 04-group | run1 | claude-fable-5 | msgbatch_01Mr6goBb2Efa4YrqCprbP4U | 55 秒 | 5,553 | 2,049 | $0.08 | 現行（4 群；零違規碼；temperature 與 thinking 參數不適用於本模型，未送出） | +| 2026-08-14 | 04-group | run2 | claude-fable-5 | msgbatch_01C17xW3YBefThTYZ83g7KkL | 1 分 21 秒 | 5,553 | 1,891 | $0.08 | 現行（4 群；零違規碼） | +| 2026-08-14 | 04-group | run3 | claude-fable-5 | msgbatch_01DveEMYyjCAYe6wxpcCD87V | 2 分 9 秒 | 5,553 | 1,975 | $0.08 | 現行（4 群；零違規碼） | -累計支出：$63.22。 +累計支出：$63.48。 diff --git a/prompts/04-group.md b/prompts/04-group.md new file mode 100644 index 0000000..c321147 --- /dev/null +++ b/prompts/04-group.md @@ -0,0 +1,30 @@ +You are selecting thematic keywords that belong to a named +group. + +Input: a JSON object with the name of one group and the +keywords — the complete set of codes; use these and no +others: + +{ + "group": "the name of the group", + "keywords": ["first-keyword", "second-keyword"] +} + +Task: list every given keyword that belongs to the named +group, judged by the literal meaning of the keyword itself. + +Rules: + +- Use only the given keywords, spelled exactly as given. +- A group may match any number of keywords, including none. +- Judge each keyword only by the literal meaning of its own + wording. + +Do not wrap the output in a Markdown code fence. +The output must be strictly valid JSON. + +Output a single JSON array of the keywords that belong to +the group (an empty array when none belongs), and nothing +else: + +["first-keyword", "second-keyword"] diff --git a/runs/04-group/run1/meta.json b/runs/04-group/run1/meta.json new file mode 100644 index 0000000..499f456 --- /dev/null +++ b/runs/04-group/run1/meta.json @@ -0,0 +1,25 @@ +{ + "script_version": "run_llm.py 3.0.0", + "model": "claude-fable-5", + "temperature": null, + "thinking": null, + "max_tokens": 8192, + "prompt_path": "../prompts/04-group.md", + "prompt_sha256": "50e1d5d6c4115d090ae4ab1e801ea74db0b2dcdd47213ce0feb6749e034a41e9", + "input_path": "instance/llm-input-group.jsonl", + "input_sha256": "7fd97ae165270cb91461aedf411050892667b928d8584fceffea6f9649e003c7", + "item_count": 4, + "dry_run": false, + "started_at": "2026-08-14T22:30:32+08:00", + "batch": { + "batch_id": "msgbatch_01Mr6goBb2Efa4YrqCprbP4U", + "submitted_at": "2026-08-14T22:30:34+08:00", + "ended_at": "2026-08-14T14:31:27.547545+00:00" + }, + "usage": { + "cache_creation_input_tokens": 0, + "cache_read_input_tokens": 0, + "input_tokens": 5553, + "output_tokens": 2049 + } +} diff --git a/runs/04-group/run1/output.jsonl b/runs/04-group/run1/output.jsonl new file mode 100644 index 0000000..c9e6e77 --- /dev/null +++ b/runs/04-group/run1/output.jsonl @@ -0,0 +1,4 @@ +{"id": "group-women-power", "text": "[\"female-empowerment\", \"women-power\"]", "stop_reason": "end_turn", "usage": {"cache_creation": {"ephemeral_1h_input_tokens": 0, "ephemeral_5m_input_tokens": 0}, "cache_creation_input_tokens": 0, "cache_read_input_tokens": 0, "inference_geo": "global", "input_tokens": 1385, "output_tokens": 53, "output_tokens_details": {"thinking_tokens": 37}, "service_tier": "batch"}} +{"id": "group-misogyny", "text": "[\"rejection-of-women\"]", "stop_reason": "end_turn", "usage": {"cache_creation": {"ephemeral_1h_input_tokens": 0, "ephemeral_5m_input_tokens": 0}, "cache_creation_input_tokens": 0, "cache_read_input_tokens": 0, "inference_geo": "global", "input_tokens": 1391, "output_tokens": 118, "output_tokens_details": {"thinking_tokens": 106}, "service_tier": "batch"}} +{"id": "group-masculine", "text": "[\"avoiding-commitment\", \"dominance-and-power\", \"hustle-and-money\", \"rejection-of-women\", \"rivalry-and-superiority\", \"self-confidence-and-braggadocio\", \"showing-off-and-impressing\", \"street-loyalty-and-danger\", \"violence-and-street-danger\", \"wealth-and-flexing\", \"wealth-and-material-success\"]", "stop_reason": "end_turn", "usage": {"cache_creation": {"ephemeral_1h_input_tokens": 0, "ephemeral_5m_input_tokens": 0}, "cache_creation_input_tokens": 0, "cache_read_input_tokens": 0, "inference_geo": "global", "input_tokens": 1390, "output_tokens": 1201, "output_tokens_details": {"thinking_tokens": 1076}, "service_tier": "batch"}} +{"id": "group-vulnerable", "text": "[\"disappointment-and-failure\", \"fear-of-losing-love\", \"heartbreak-and-grief\", \"hidden-emotional-struggle\", \"inner-mental-turmoil\", \"loneliness-and-isolation\", \"longing-and-loss\", \"past-trauma-and-healing\", \"self-worth-and-insecurity\", \"vulnerability-and-betrayal\"]", "stop_reason": "end_turn", "usage": {"cache_creation": {"ephemeral_1h_input_tokens": 0, "ephemeral_5m_input_tokens": 0}, "cache_creation_input_tokens": 0, "cache_read_input_tokens": 0, "inference_geo": "global", "input_tokens": 1387, "output_tokens": 677, "output_tokens_details": {"thinking_tokens": 555}, "service_tier": "batch"}} diff --git a/runs/04-group/run1/prompt.md b/runs/04-group/run1/prompt.md new file mode 100644 index 0000000..c321147 --- /dev/null +++ b/runs/04-group/run1/prompt.md @@ -0,0 +1,30 @@ +You are selecting thematic keywords that belong to a named +group. + +Input: a JSON object with the name of one group and the +keywords — the complete set of codes; use these and no +others: + +{ + "group": "the name of the group", + "keywords": ["first-keyword", "second-keyword"] +} + +Task: list every given keyword that belongs to the named +group, judged by the literal meaning of the keyword itself. + +Rules: + +- Use only the given keywords, spelled exactly as given. +- A group may match any number of keywords, including none. +- Judge each keyword only by the literal meaning of its own + wording. + +Do not wrap the output in a Markdown code fence. +The output must be strictly valid JSON. + +Output a single JSON array of the keywords that belong to +the group (an empty array when none belongs), and nothing +else: + +["first-keyword", "second-keyword"] diff --git a/runs/04-group/run2/meta.json b/runs/04-group/run2/meta.json new file mode 100644 index 0000000..2e27ddc --- /dev/null +++ b/runs/04-group/run2/meta.json @@ -0,0 +1,25 @@ +{ + "script_version": "run_llm.py 3.1.0", + "model": "claude-fable-5", + "temperature": null, + "thinking": null, + "max_tokens": 8192, + "prompt_path": "../prompts/04-group.md", + "prompt_sha256": "50e1d5d6c4115d090ae4ab1e801ea74db0b2dcdd47213ce0feb6749e034a41e9", + "input_path": "instance/llm-input-group.jsonl", + "input_sha256": "7fd97ae165270cb91461aedf411050892667b928d8584fceffea6f9649e003c7", + "item_count": 4, + "dry_run": false, + "started_at": "2026-08-14T23:36:03+08:00", + "batch": { + "batch_id": "msgbatch_01C17xW3YBefThTYZ83g7KkL", + "submitted_at": "2026-08-14T23:36:04+08:00", + "ended_at": "2026-08-14T15:37:24.008527+00:00" + }, + "usage": { + "cache_creation_input_tokens": 0, + "cache_read_input_tokens": 0, + "input_tokens": 5553, + "output_tokens": 1891 + } +} diff --git a/runs/04-group/run2/output.jsonl b/runs/04-group/run2/output.jsonl new file mode 100644 index 0000000..c46346c --- /dev/null +++ b/runs/04-group/run2/output.jsonl @@ -0,0 +1,4 @@ +{"id": "group-women-power", "text": "[\"female-empowerment\", \"women-power\"]", "stop_reason": "end_turn", "usage": {"cache_creation": {"ephemeral_1h_input_tokens": 0, "ephemeral_5m_input_tokens": 0}, "cache_creation_input_tokens": 0, "cache_read_input_tokens": 0, "inference_geo": "global", "input_tokens": 1385, "output_tokens": 62, "output_tokens_details": {"thinking_tokens": 46}, "service_tier": "batch"}} +{"id": "group-misogyny", "text": "[\"rejection-of-women\"]", "stop_reason": "end_turn", "usage": {"cache_creation": {"ephemeral_1h_input_tokens": 0, "ephemeral_5m_input_tokens": 0}, "cache_creation_input_tokens": 0, "cache_read_input_tokens": 0, "inference_geo": "global", "input_tokens": 1391, "output_tokens": 129, "output_tokens_details": {"thinking_tokens": 117}, "service_tier": "batch"}} +{"id": "group-masculine", "text": "[\"ambition-and-self-determination\", \"confidence-and-self-assurance\", \"dominance-and-power\", \"family-and-fatherhood\", \"hustle-and-money\", \"relentless-ambition\", \"rivalry-and-superiority\", \"self-confidence-and-braggadocio\", \"showing-off-and-impressing\", \"street-loyalty-and-danger\", \"violence-and-street-danger\", \"wealth-and-flexing\"]", "stop_reason": "end_turn", "usage": {"cache_creation": {"ephemeral_1h_input_tokens": 0, "ephemeral_5m_input_tokens": 0}, "cache_creation_input_tokens": 0, "cache_read_input_tokens": 0, "inference_geo": "global", "input_tokens": 1390, "output_tokens": 684, "output_tokens_details": {"thinking_tokens": 544}, "service_tier": "batch"}} +{"id": "group-vulnerable", "text": "[\"addiction-and-obsession\", \"alcohol-and-substance-abuse\", \"clinging-to-love\", \"disappointment-and-failure\", \"fear-of-losing-love\", \"heartbreak-and-grief\", \"hidden-emotional-struggle\", \"inner-mental-turmoil\", \"loneliness-and-isolation\", \"longing-and-loss\", \"past-trauma-and-healing\", \"self-worth-and-insecurity\", \"vulnerability-and-betrayal\"]", "stop_reason": "end_turn", "usage": {"cache_creation": {"ephemeral_1h_input_tokens": 0, "ephemeral_5m_input_tokens": 0}, "cache_creation_input_tokens": 0, "cache_read_input_tokens": 0, "inference_geo": "global", "input_tokens": 1387, "output_tokens": 1016, "output_tokens_details": {"thinking_tokens": 859}, "service_tier": "batch"}} diff --git a/runs/04-group/run2/prompt.md b/runs/04-group/run2/prompt.md new file mode 100644 index 0000000..c321147 --- /dev/null +++ b/runs/04-group/run2/prompt.md @@ -0,0 +1,30 @@ +You are selecting thematic keywords that belong to a named +group. + +Input: a JSON object with the name of one group and the +keywords — the complete set of codes; use these and no +others: + +{ + "group": "the name of the group", + "keywords": ["first-keyword", "second-keyword"] +} + +Task: list every given keyword that belongs to the named +group, judged by the literal meaning of the keyword itself. + +Rules: + +- Use only the given keywords, spelled exactly as given. +- A group may match any number of keywords, including none. +- Judge each keyword only by the literal meaning of its own + wording. + +Do not wrap the output in a Markdown code fence. +The output must be strictly valid JSON. + +Output a single JSON array of the keywords that belong to +the group (an empty array when none belongs), and nothing +else: + +["first-keyword", "second-keyword"] diff --git a/runs/04-group/run3/meta.json b/runs/04-group/run3/meta.json new file mode 100644 index 0000000..143e7d3 --- /dev/null +++ b/runs/04-group/run3/meta.json @@ -0,0 +1,25 @@ +{ + "script_version": "run_llm.py 3.1.0", + "model": "claude-fable-5", + "temperature": null, + "thinking": null, + "max_tokens": 8192, + "prompt_path": "../prompts/04-group.md", + "prompt_sha256": "50e1d5d6c4115d090ae4ab1e801ea74db0b2dcdd47213ce0feb6749e034a41e9", + "input_path": "instance/llm-input-group.jsonl", + "input_sha256": "7fd97ae165270cb91461aedf411050892667b928d8584fceffea6f9649e003c7", + "item_count": 4, + "dry_run": false, + "started_at": "2026-08-14T23:39:37+08:00", + "batch": { + "batch_id": "msgbatch_01DveEMYyjCAYe6wxpcCD87V", + "submitted_at": "2026-08-14T23:39:43+08:00", + "ended_at": "2026-08-14T15:41:46.778015+00:00" + }, + "usage": { + "cache_creation_input_tokens": 0, + "cache_read_input_tokens": 0, + "input_tokens": 5553, + "output_tokens": 1975 + } +} diff --git a/runs/04-group/run3/output.jsonl b/runs/04-group/run3/output.jsonl new file mode 100644 index 0000000..c035814 --- /dev/null +++ b/runs/04-group/run3/output.jsonl @@ -0,0 +1,4 @@ +{"id": "group-women-power", "text": "[\"female-empowerment\", \"women-power\"]", "stop_reason": "end_turn", "usage": {"cache_creation": {"ephemeral_1h_input_tokens": 0, "ephemeral_5m_input_tokens": 0}, "cache_creation_input_tokens": 0, "cache_read_input_tokens": 0, "inference_geo": "global", "input_tokens": 1385, "output_tokens": 77, "output_tokens_details": {"thinking_tokens": 61}, "service_tier": "batch"}} +{"id": "group-misogyny", "text": "[\"rejection-of-women\"]", "stop_reason": "end_turn", "usage": {"cache_creation": {"ephemeral_1h_input_tokens": 0, "ephemeral_5m_input_tokens": 0}, "cache_creation_input_tokens": 0, "cache_read_input_tokens": 0, "inference_geo": "global", "input_tokens": 1391, "output_tokens": 207, "output_tokens_details": {"thinking_tokens": 195}, "service_tier": "batch"}} +{"id": "group-masculine", "text": "[\"dominance-and-power\", \"family-and-fatherhood\", \"hustle-and-money\", \"rivalry-and-superiority\", \"self-confidence-and-braggadocio\", \"showing-off-and-impressing\", \"street-loyalty-and-danger\", \"violence-and-street-danger\", \"wealth-and-flexing\"]", "stop_reason": "end_turn", "usage": {"cache_creation": {"ephemeral_1h_input_tokens": 0, "ephemeral_5m_input_tokens": 0}, "cache_creation_input_tokens": 0, "cache_read_input_tokens": 0, "inference_geo": "global", "input_tokens": 1390, "output_tokens": 846, "output_tokens_details": {"thinking_tokens": 740}, "service_tier": "batch"}} +{"id": "group-vulnerable", "text": "[\"disappointment-and-failure\", \"fear-of-losing-love\", \"heartbreak-and-grief\", \"hidden-emotional-struggle\", \"inner-mental-turmoil\", \"loneliness-and-isolation\", \"longing-and-loss\", \"past-trauma-and-healing\", \"self-worth-and-insecurity\", \"vulnerability-and-betrayal\"]", "stop_reason": "end_turn", "usage": {"cache_creation": {"ephemeral_1h_input_tokens": 0, "ephemeral_5m_input_tokens": 0}, "cache_creation_input_tokens": 0, "cache_read_input_tokens": 0, "inference_geo": "global", "input_tokens": 1387, "output_tokens": 845, "output_tokens_details": {"thinking_tokens": 723}, "service_tier": "batch"}} diff --git a/runs/04-group/run3/prompt.md b/runs/04-group/run3/prompt.md new file mode 100644 index 0000000..c321147 --- /dev/null +++ b/runs/04-group/run3/prompt.md @@ -0,0 +1,30 @@ +You are selecting thematic keywords that belong to a named +group. + +Input: a JSON object with the name of one group and the +keywords — the complete set of codes; use these and no +others: + +{ + "group": "the name of the group", + "keywords": ["first-keyword", "second-keyword"] +} + +Task: list every given keyword that belongs to the named +group, judged by the literal meaning of the keyword itself. + +Rules: + +- Use only the given keywords, spelled exactly as given. +- A group may match any number of keywords, including none. +- Judge each keyword only by the literal meaning of its own + wording. + +Do not wrap the output in a Markdown code fence. +The output must be strictly valid JSON. + +Output a single JSON array of the keywords that belong to +the group (an empty array when none belongs), and nothing +else: + +["first-keyword", "second-keyword"]