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values | software listlengths 3 6 | level int64 1 5 | level_title stringlengths 16 54 | instruction stringlengths 485 2.42k | inputs stringclasses 1
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value | input_files listlengths 29 315 | task_page stringlengths 81 91 | instruction_source stringlengths 111 121 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
Renal Cancer Genomics | Carry a KIRC prognostic screen through resampling, survival visualisation, methylation analysis and copy-number analysis using the evolving research correspondence. | Life sciences | Genomics researcher | [
"Email",
"S3",
"Python",
"Notebooks"
] | 1 | Covariate-adjusted prognostic screen | ## Background
Monday, second rotation: you've moved from the IBD biomarker work to the renal-genomics group. The PI has assigned you the KIRC prognostic screen for Thursday's lab meeting.
## Task
Run the covariate-adjusted KIRC prognostic screen requested in the correspondence and report how many genes are prognosti... | [
{
"name": "NOTICE.md",
"level": 0
},
{
"name": "att-kirc-1-analysis.docx",
"level": 1
},
{
"name": "00_pi_brief.json",
"level": 1
},
{
"name": "desk-monitor-0615.json",
"level": 1
},
{
"name": "ibd-handover-0612.json",
"level": 1
},
{
"name": "room-cha... | https://haoyu-zhao.github.io/CLE/tasks/index.html#task=renal-cancer-genomics&level=1 | https://huggingface.co/datasets/Continual-Learning-Exam/CLE-Task-Inputs/blob/main/renal-cancer-genomics/test/t1.md | ||
Renal Cancer Genomics | Carry a KIRC prognostic screen through resampling, survival visualisation, methylation analysis and copy-number analysis using the evolving research correspondence. | Life sciences | Genomics researcher | [
"Email",
"S3",
"Python",
"Notebooks"
] | 2 | Resampling stability analysis | ## Background
Tuesday. The PI wants to know which hits from your screen remain stable under resampling.
## Task
Assess the stability of your previous screen's hits using the resampling procedure requested in the correspondence.
## Input
- email INBOX: `rotation.analyst@renal-genomics.example.ac.uk`.
- `workspace/t... | [
{
"name": "NOTICE.md",
"level": 0
},
{
"name": "att-kirc-1-analysis.docx",
"level": 1
},
{
"name": "00_pi_brief.json",
"level": 1
},
{
"name": "desk-monitor-0615.json",
"level": 1
},
{
"name": "ibd-handover-0612.json",
"level": 1
},
{
"name": "room-cha... | https://haoyu-zhao.github.io/CLE/tasks/index.html#task=renal-cancer-genomics&level=2 | https://huggingface.co/datasets/Continual-Learning-Exam/CLE-Task-Inputs/blob/main/renal-cancer-genomics/test/t2.md | ||
Renal Cancer Genomics | Carry a KIRC prognostic screen through resampling, survival visualisation, methylation analysis and copy-number analysis using the evolving research correspondence. | Life sciences | Genomics researcher | [
"Email",
"S3",
"Python",
"Notebooks"
] | 3 | Kaplan–Meier panel and caption statistics | ## Background
Wednesday. The PI needs a survival panel for the paper's focal gene and the statistics for its caption.
## Task
Prepare the focal gene's Kaplan-Meier panel and caption statistics requested in the correspondence.
## Input
- email INBOX: `rotation.analyst@renal-genomics.example.ac.uk`.
- mock S3 bucket... | [
{
"name": "NOTICE.md",
"level": 0
},
{
"name": "att-kirc-1-analysis.docx",
"level": 1
},
{
"name": "00_pi_brief.json",
"level": 1
},
{
"name": "desk-monitor-0615.json",
"level": 1
},
{
"name": "ibd-handover-0612.json",
"level": 1
},
{
"name": "room-cha... | https://haoyu-zhao.github.io/CLE/tasks/index.html#task=renal-cancer-genomics&level=3 | https://huggingface.co/datasets/Continual-Learning-Exam/CLE-Task-Inputs/blob/main/renal-cancer-genomics/test/t3.md | ||
Renal Cancer Genomics | Carry a KIRC prognostic screen through resampling, survival visualisation, methylation analysis and copy-number analysis using the evolving research correspondence. | Life sciences | Genomics researcher | [
"Email",
"S3",
"Python",
"Notebooks"
] | 4 | Methylation–expression analysis | ## Background
Thursday. The PI asks whether the focal gene's dysregulation is associated with DNA methylation.
## Task
Assess the relationship between the focal gene's methylation and expression, following the core's analysis request.
## Input
- email INBOX: `rotation.analyst@renal-genomics.example.ac.uk`.
- mock ... | [
{
"name": "NOTICE.md",
"level": 0
},
{
"name": "att-kirc-1-analysis.docx",
"level": 1
},
{
"name": "00_pi_brief.json",
"level": 1
},
{
"name": "desk-monitor-0615.json",
"level": 1
},
{
"name": "ibd-handover-0612.json",
"level": 1
},
{
"name": "room-cha... | https://haoyu-zhao.github.io/CLE/tasks/index.html#task=renal-cancer-genomics&level=4 | https://huggingface.co/datasets/Continual-Learning-Exam/CLE-Task-Inputs/blob/main/renal-cancer-genomics/test/t4.md | ||
Renal Cancer Genomics | Carry a KIRC prognostic screen through resampling, survival visualisation, methylation analysis and copy-number analysis using the evolving research correspondence. | Life sciences | Genomics researcher | [
"Email",
"S3",
"Python",
"Notebooks"
] | 5 | Copy-number and expression analysis | ## Background
Friday. The PI wants to examine the relationship between copy number and expression at the focal gene's locus.
## Task
Assess the relationship between the focal gene's copy number and expression, including deletion frequencies in the high- and low-expression groups, following the request in the corresp... | [
{
"name": "NOTICE.md",
"level": 0
},
{
"name": "att-kirc-1-analysis.docx",
"level": 1
},
{
"name": "00_pi_brief.json",
"level": 1
},
{
"name": "desk-monitor-0615.json",
"level": 1
},
{
"name": "ibd-handover-0612.json",
"level": 1
},
{
"name": "room-cha... | https://haoyu-zhao.github.io/CLE/tasks/index.html#task=renal-cancer-genomics&level=5 | https://huggingface.co/datasets/Continual-Learning-Exam/CLE-Task-Inputs/blob/main/renal-cancer-genomics/test/t5.md | ||
Ulcerative Colitis Cohort Analysis | Build a source-checked UC versus healthy-control research workflow: screen studies and cohorts, inspect expression matrices, harmonise data and prepare a reproducible analysis handoff. | Life sciences | Bioinformatics researcher | [
"Email",
"Python",
"NumPy",
"pandas"
] | 1 | Catalogue studies and recommend a measurement type | ## Background
Monday 08:40. You have just joined the Pereira lab. The project is to discover ulcerative colitis
(UC) biomarkers by comparing UC patients against healthy controls at the cohort level.
Anya, the PI, has forwarded a stack of study PDFs ahead of the lab meeting and wants the lab's
reading list turned into... | [
{
"name": "NOTICE.md",
"level": 0
},
{
"name": "00_rosemary_fields.json",
"level": 1
},
{
"name": "01_aim_note.json",
"level": 1
},
{
"name": "02_journal_club.json",
"level": 1
},
{
"name": "SOURCES.md",
"level": 1
},
{
"name": "nist_sp800-122_2010.pdf... | https://haoyu-zhao.github.io/CLE/tasks/index.html#task=ulcerative-colitis-cohorts&level=1 | https://huggingface.co/datasets/Continual-Learning-Exam/CLE-Task-Inputs/blob/main/ulcerative-colitis-cohorts/test/t1.md | ||
Ulcerative Colitis Cohort Analysis | Build a source-checked UC versus healthy-control research workflow: screen studies and cohorts, inspect expression matrices, harmonise data and prepare a reproducible analysis handoff. | Life sciences | Bioinformatics researcher | [
"Email",
"Python",
"NumPy",
"pandas"
] | 2 | Screen and lock compatible cohorts | ## Background
Tuesday 09:05. Aris has pulled a batch of candidate cohorts and dropped them in your workspace,
four repository series exports plus his release reviews of the two consortium resources that are
not on GEO.
His note lists the source publication of each one. Anya wants the locked cohort list, same
measureme... | [
{
"name": "NOTICE.md",
"level": 0
},
{
"name": "00_rosemary_fields.json",
"level": 1
},
{
"name": "01_aim_note.json",
"level": 1
},
{
"name": "02_journal_club.json",
"level": 1
},
{
"name": "00_aris_exports.json",
"level": 2
},
{
"name": "SOURCES.md",
... | https://haoyu-zhao.github.io/CLE/tasks/index.html#task=ulcerative-colitis-cohorts&level=2 | https://huggingface.co/datasets/Continual-Learning-Exam/CLE-Task-Inputs/blob/main/ulcerative-colitis-cohorts/test/t2.md | ||
Ulcerative Colitis Cohort Analysis | Build a source-checked UC versus healthy-control research workflow: screen studies and cohorts, inspect expression matrices, harmonise data and prepare a reproducible analysis handoff. | Life sciences | Bioinformatics researcher | [
"Email",
"Python",
"NumPy",
"pandas"
] | 3 | Inspect expression matrices and measurement scales | ## Background
Wednesday 11:20. The matrices for the locked cohorts are staged. Leo needs a source-checked catalogue before the group chooses analyses or combines expression values.
## Task
Inspect each cohort matrix on your T2 checklist. Identify its dimensions, gene identifiers and measurement scale, assess its sui... | [
{
"name": "NOTICE.md",
"level": 0
},
{
"name": "00_rosemary_fields.json",
"level": 1
},
{
"name": "01_aim_note.json",
"level": 1
},
{
"name": "02_journal_club.json",
"level": 1
},
{
"name": "00_aris_exports.json",
"level": 2
},
{
"name": "00_rcs_mainte... | https://haoyu-zhao.github.io/CLE/tasks/index.html#task=ulcerative-colitis-cohorts&level=3 | https://huggingface.co/datasets/Continual-Learning-Exam/CLE-Task-Inputs/blob/main/ulcerative-colitis-cohorts/test/t3.md | ||
Ulcerative Colitis Cohort Analysis | Build a source-checked UC versus healthy-control research workflow: screen studies and cohorts, inspect expression matrices, harmonise data and prepare a reproducible analysis handoff. | Life sciences | Bioinformatics researcher | [
"Email",
"Python",
"NumPy",
"pandas"
] | 4 | Harmonise genes and clinical annotations | ## Background
Thursday 14:30. Anya needs a traceable exploratory view for the cohort review. Clinical metadata for the consortium samples arrived this morning. The earlier cohort files and catalogue are available from Wednesday.
## Task
Harmonise the shared genes, resolve the clinical annotations, and construct the ... | [
{
"name": "NOTICE.md",
"level": 0
},
{
"name": "00_rosemary_fields.json",
"level": 1
},
{
"name": "01_aim_note.json",
"level": 1
},
{
"name": "02_journal_club.json",
"level": 1
},
{
"name": "00_aris_exports.json",
"level": 2
},
{
"name": "00_rcs_mainte... | https://haoyu-zhao.github.io/CLE/tasks/index.html#task=ulcerative-colitis-cohorts&level=4 | https://huggingface.co/datasets/Continual-Learning-Exam/CLE-Task-Inputs/blob/main/ulcerative-colitis-cohorts/test/t4.md | ||
Ulcerative Colitis Cohort Analysis | Build a source-checked UC versus healthy-control research workflow: screen studies and cohorts, inspect expression matrices, harmonise data and prepare a reproducible analysis handoff. | Life sciences | Bioinformatics researcher | [
"Email",
"Python",
"NumPy",
"pandas"
] | 5 | Prepare exploratory inputs and analysis readiness | ## Background
Friday 10:00. Anya has requested a Monday handoff for the planned analyses. She needs usable inputs, an auditable QC decision and a clear assessment of what the supplied material supports.
## Task
Review the planned analyses against their input requirements. Prepare the feasible exploratory inputs, doc... | [
{
"name": "NOTICE.md",
"level": 0
},
{
"name": "00_rosemary_fields.json",
"level": 1
},
{
"name": "01_aim_note.json",
"level": 1
},
{
"name": "02_journal_club.json",
"level": 1
},
{
"name": "00_aris_exports.json",
"level": 2
},
{
"name": "00_rcs_mainte... | https://haoyu-zhao.github.io/CLE/tasks/index.html#task=ulcerative-colitis-cohorts&level=5 | https://huggingface.co/datasets/Continual-Learning-Exam/CLE-Task-Inputs/blob/main/ulcerative-colitis-cohorts/test/t5.md | ||
ESG Report Refresh | Manage an ESG report refresh from intake and framework mapping through metric verification, conflicting reviewer edits and a final approval package. | Corporate reporting | ESG reporting project manager | [
"Word",
"Excel",
"PDF"
] | 1 | Intake, scope and source authentication | # T1 - ESG Source Intake and Scope Control
## Background
Sarah Chen, ESG Reporting PM in the Company Secretarial Office. The Board Sustainability Committee has opened an English ESG Report Refresh for Techtronic Industries Company Limited (HKEX: 0669).
## Task
Read the input files and create exactly the four outputs ... | [
{
"name": "NOTICE.md",
"level": 0
},
{
"name": "2023-ghg-cf-major-changes-document.pdf",
"level": 1
},
{
"name": "SOURCES.md",
"level": 1
},
{
"name": "ghg-conversion-factors-2023-condensed-set-update.xlsx",
"level": 1
},
{
"name": "board_esg_kickoff_minutes.docx"... | https://haoyu-zhao.github.io/CLE/tasks/index.html#task=esg-report-refresh&level=1 | https://huggingface.co/datasets/Continual-Learning-Exam/CLE-Task-Inputs/blob/main/esg-report-refresh/test/t1.md | ||
ESG Report Refresh | Manage an ESG report refresh from intake and framework mapping through metric verification, conflicting reviewer edits and a final approval package. | Corporate reporting | ESG reporting project manager | [
"Word",
"Excel",
"PDF"
] | 2 | Disclosure framework mapping | # T2 - Disclosure Framework Mapping and Data Request Pack
## Background
Sarah Chen, ESG Reporting PM. The intake has been accepted. The Company Secretarial Office wants a framework mapping pack before the working group drafts anything: the Hong Kong listing-rule baseline kept apart from the voluntary GRI, IFRS, TCFD a... | [
{
"name": "NOTICE.md",
"level": 0
},
{
"name": "2023-ghg-cf-major-changes-document.pdf",
"level": 1
},
{
"name": "SOURCES.md",
"level": 1
},
{
"name": "ghg-conversion-factors-2023-condensed-set-update.xlsx",
"level": 1
},
{
"name": "board_esg_kickoff_minutes.docx"... | https://haoyu-zhao.github.io/CLE/tasks/index.html#task=esg-report-refresh&level=2 | https://huggingface.co/datasets/Continual-Learning-Exam/CLE-Task-Inputs/blob/main/esg-report-refresh/test/t2.md | ||
ESG Report Refresh | Manage an ESG report refresh from intake and framework mapping through metric verification, conflicting reviewer edits and a final approval package. | Corporate reporting | ESG reporting project manager | [
"Word",
"Excel",
"PDF"
] | 3 | Metric confirmation and recalculation | # T3 - Published-Figure Confirmation and Evidence Traceability
## Background
Sarah Chen, ESG Reporting PM in the Company Secretarial Office. Investor Relations has drafted the list of headline figures it wants to reuse in the refreshed English ESG report. The figures were taken from the published 2024 ESG report, the ... | [
{
"name": "NOTICE.md",
"level": 0
},
{
"name": "2023-ghg-cf-major-changes-document.pdf",
"level": 1
},
{
"name": "SOURCES.md",
"level": 1
},
{
"name": "ghg-conversion-factors-2023-condensed-set-update.xlsx",
"level": 1
},
{
"name": "board_esg_kickoff_minutes.docx"... | https://haoyu-zhao.github.io/CLE/tasks/index.html#task=esg-report-refresh&level=3 | https://huggingface.co/datasets/Continual-Learning-Exam/CLE-Task-Inputs/blob/main/esg-report-refresh/test/t3.md | ||
ESG Report Refresh | Manage an ESG report refresh from intake and framework mapping through metric verification, conflicting reviewer edits and a final approval package. | Corporate reporting | ESG reporting project manager | [
"Word",
"Excel",
"PDF"
] | 4 | Reviewer redline and authority conflict resolution | # T4 - Multi-Reviewer Redline Arbitration and Atomic Blocker Handoff
## Background
Sarah Chen, ESG Reporting PM in the Company Secretarial Office. Legal, IR, Board reviewers and Design have created conflicting draft versions of the refreshed English report. You must select the valid working base, apply only the requir... | [
{
"name": "NOTICE.md",
"level": 0
},
{
"name": "2023-ghg-cf-major-changes-document.pdf",
"level": 1
},
{
"name": "SOURCES.md",
"level": 1
},
{
"name": "ghg-conversion-factors-2023-condensed-set-update.xlsx",
"level": 1
},
{
"name": "board_esg_kickoff_minutes.docx"... | https://haoyu-zhao.github.io/CLE/tasks/index.html#task=esg-report-refresh&level=4 | https://huggingface.co/datasets/Continual-Learning-Exam/CLE-Task-Inputs/blob/main/esg-report-refresh/test/t4.md | ||
ESG Report Refresh | Manage an ESG report refresh from intake and framework mapping through metric verification, conflicting reviewer edits and a final approval package. | Corporate reporting | ESG reporting project manager | [
"Word",
"Excel",
"PDF"
] | 5 | Approval queue and final release reconciliation | # T5 - Authority-Filtered Approval Queue and Synchronized Release State
## Background
Sarah Chen, ESG Reporting PM in the Company Secretarial Office. You must reconstruct the final release state from conflicting approvals, authority rules, prior-tier evidence, and disclosure-index defects, and assemble the final packa... | [
{
"name": "NOTICE.md",
"level": 0
},
{
"name": "2023-ghg-cf-major-changes-document.pdf",
"level": 1
},
{
"name": "SOURCES.md",
"level": 1
},
{
"name": "ghg-conversion-factors-2023-condensed-set-update.xlsx",
"level": 1
},
{
"name": "board_esg_kickoff_minutes.docx"... | https://haoyu-zhao.github.io/CLE/tasks/index.html#task=esg-report-refresh&level=5 | https://huggingface.co/datasets/Continual-Learning-Exam/CLE-Task-Inputs/blob/main/esg-report-refresh/test/t5.md | ||
Research Literature and Benchmark Reproduction | Support a research group through paper discovery, figure attribution, related-work preparation, diagnosis of a benchmark reproduction pipeline and an auditable reproduction handoff. | Research & education | Research assistant | [
"Email",
"Slack",
"Notion",
"Calendar",
"Git",
"Python"
] | 1 | Organise the research reading queue | ## Background
组里这周启动 τ²-bench 复现冲刺，顺带把 reading queue 清一遍。Mike 和同门在 slack 和邮箱里丢了一堆 paper，格式乱七八糟，有的发链接，有的甩编号。昨晚朋友 Ricky 微信上也提了两篇相关的过来。你帮我整理。
## Task
把所有被提到的 paper 整理进 Notion DB（Agent-Memory Reading Queue），五列都要填：title / first_author / venue / year / arxiv_id。整理完发邮件给 Mike 汇报，过程记到 lab notebook。
## Input
- slack channel... | [
{
"name": "NOTICE.md",
"level": 0
},
{
"name": "agent_memory_reading.json",
"level": 0
},
{
"name": "accounts.json",
"level": 0
},
{
"name": "channels.json",
"level": 0
},
{
"name": "users.json",
"level": 0
},
{
"name": "msg-101.json",
"level": 1
... | https://haoyu-zhao.github.io/CLE/tasks/index.html#task=research-reproduction&level=1 | https://huggingface.co/datasets/Continual-Learning-Exam/CLE-Task-Inputs/blob/main/research-reproduction/test/t1.md | ||
Research Literature and Benchmark Reproduction | Support a research group through paper discovery, figure attribution, related-work preparation, diagnosis of a benchmark reproduction pipeline and an auditable reproduction handoff. | Research & education | Research assistant | [
"Email",
"Slack",
"Notion",
"Calendar",
"Git",
"Python"
] | 2 | Trace a paper figure to its source | ## Background
Will 早上发了封邮件，附了一张他截图库里翻出来的图，问是哪篇论文里的。他猜是原版 tau-bench 那篇。他晚上 journal club 要讲 benchmark，想在 slide 上逐字引用论文里的几处原文，邮件里点名了要哪几处。
## Task
定位这张图的真实出处，把结论写到 `workspace/t2/results/source.md`，包含：title / first_author / arxiv_id / year / figure 编号，以及 Will 点名要的三处论文原文（按他邮件里的要求逐字给，不许转述）。回复 Will 的邮件告诉他答案。过程记到 lab noteboo... | [
{
"name": "NOTICE.md",
"level": 0
},
{
"name": "agent_memory_reading.json",
"level": 0
},
{
"name": "accounts.json",
"level": 0
},
{
"name": "channels.json",
"level": 0
},
{
"name": "users.json",
"level": 0
},
{
"name": "msg-101.json",
"level": 1
... | https://haoyu-zhao.github.io/CLE/tasks/index.html#task=research-reproduction&level=2 | https://huggingface.co/datasets/Continual-Learning-Exam/CLE-Task-Inputs/blob/main/research-reproduction/test/t2.md | ||
Research Literature and Benchmark Reproduction | Support a research group through paper discovery, figure attribution, related-work preparation, diagnosis of a benchmark reproduction pipeline and an auditable reproduction handoff. | Research & education | Research assistant | [
"Email",
"Slack",
"Notion",
"Calendar",
"Git",
"Python"
] | 3 | Prepare related work and schedule a review | ## Background
组会前 Mike 要一份 related-work 候选清单：跟组里方向真正贴近的、同期挂出来的 paper。他在群里给了检索窗口和硬规矩，还点了 τ²-bench 论文的一作是谁。另外要跟他和 Will、John 四个人约一个过清单的会。Will 又转来一张他自己都记不清出处的表格截图，让你顺手看看。
## Task
把提交日期落在 2026-07-07 到 2026-07-13 窗口内、跟组里方向真正贴近的 paper 在 arXiv 上找全，一篇不能漏，也不许拿不贴题的凑数。检索过程要留痕：把用过的检索式、每个候选的编号和收录或排除的理由记到 `workspace/t3/results/sea... | [
{
"name": "NOTICE.md",
"level": 0
},
{
"name": "agent_memory_reading.json",
"level": 0
},
{
"name": "accounts.json",
"level": 0
},
{
"name": "channels.json",
"level": 0
},
{
"name": "users.json",
"level": 0
},
{
"name": "msg-101.json",
"level": 1
... | https://haoyu-zhao.github.io/CLE/tasks/index.html#task=research-reproduction&level=3 | https://huggingface.co/datasets/Continual-Learning-Exam/CLE-Task-Inputs/blob/main/research-reproduction/test/t3.md | ||
Research Literature and Benchmark Reproduction | Support a research group through paper discovery, figure attribution, related-work preparation, diagnosis of a benchmark reproduction pipeline and an auditable reproduction handoff. | Research & education | Research assistant | [
"Email",
"Slack",
"Notion",
"Calendar",
"Git",
"Python"
] | 4 | Diagnose and repair the reproduction pipeline | ## Background
师兄 Sam 三月毕业走了，留下组里 τ²-bench 复现的 pipeline 仓库（git 历史完整），原始 run 记录也在仓库里。他二月组会报过一版数字（slide 导出图在 workspace 里），Mike 一直觉得那组数对不上已发表的结果，但没人查过为什么。现在这事落到你头上。Mike 的邮件里写了他要什么。
## Task
接手 Sam 的仓库 `workspace/t4/repro_pipeline.git`，clone 成 `workspace/t4/repro_pipeline` 再动，把它跑起来。先证实一件事：Sam slide 上的数字就是这个 pipeline 现状跑出来... | [
{
"name": "NOTICE.md",
"level": 0
},
{
"name": "agent_memory_reading.json",
"level": 0
},
{
"name": "accounts.json",
"level": 0
},
{
"name": "channels.json",
"level": 0
},
{
"name": "users.json",
"level": 0
},
{
"name": "msg-101.json",
"level": 1
... | https://haoyu-zhao.github.io/CLE/tasks/index.html#task=research-reproduction&level=4 | https://huggingface.co/datasets/Continual-Learning-Exam/CLE-Task-Inputs/blob/main/research-reproduction/test/t4.md | ||
Research Literature and Benchmark Reproduction | Support a research group through paper discovery, figure attribution, related-work preparation, diagnosis of a benchmark reproduction pipeline and an auditable reproduction handoff. | Research & education | Research assistant | [
"Email",
"Slack",
"Notion",
"Calendar",
"Git",
"Python"
] | 5 | Deliver the repaired pipeline and reproduction capsule | ## Background
诊断做完了，Mike 要收尾两件事：修好的 pipeline 进组里的共享仓库；再打一个外面的人拿到就能跑的复现包。组里四月做过一轮完整重跑（runs_batch2），这批数据刚交接到你手上。组里的审计清单就在 workspace 里，审计的人真的会拿一批你没见过的数据重跑你的包。John 上周还在动共享仓库。
## Task
第一，把修正后的 pipeline 在 `repro_pipeline` 里开分支提交，push 到组里的 lab remote（地址见下）。
第二，用 `workspace/t5/runs_batch2/` 重算一版表，验证你的修复对新一批数据同样成立。
第三，在 `w... | [
{
"name": "NOTICE.md",
"level": 0
},
{
"name": "agent_memory_reading.json",
"level": 0
},
{
"name": "accounts.json",
"level": 0
},
{
"name": "channels.json",
"level": 0
},
{
"name": "users.json",
"level": 0
},
{
"name": "msg-101.json",
"level": 1
... | https://haoyu-zhao.github.io/CLE/tasks/index.html#task=research-reproduction&level=5 | https://huggingface.co/datasets/Continual-Learning-Exam/CLE-Task-Inputs/blob/main/research-reproduction/test/t5.md | ||
Software Investment Research | Follow a software investment analyst from an IPO brief through company comparisons, position reviews and an LP update, carrying research evidence and team conventions across stages. | Finance & investment | Software investment analyst | [
"Email",
"Slack",
"Word",
"Excel",
"SEC EDGAR"
] | 1 | Rubrik IPO brief | ## Background
Wednesday, 2024-04-17, 09:14 PT. You are Anna, covering software for an investment team that invests in private growth equity and listed technology companies. Mark has contacted you on Slack. This afternoon he will brief LPs on Rubrik ahead of its IPO.
## Task
Write a one-page Word brief for Mark befor... | [
{
"name": "NOTICE.md",
"level": 0
},
{
"name": "accounts.json",
"level": 0
},
{
"name": "channels.json",
"level": 0
},
{
"name": "users.json",
"level": 0
},
{
"name": "01_research_conventions.json",
"level": 1
},
{
"name": "02_meeting_move.json",
"... | https://haoyu-zhao.github.io/CLE/tasks/index.html#task=software-investment-research&level=1 | https://huggingface.co/datasets/Continual-Learning-Exam/CLE-Task-Inputs/blob/main/software-investment-research/test/t1.md | ||
Software Investment Research | Follow a software investment analyst from an IPO brief through company comparisons, position reviews and an LP update, carrying research evidence and team conventions across stages. | Finance & investment | Software investment analyst | [
"Email",
"Slack",
"Word",
"Excel",
"SEC EDGAR"
] | 2 | Observability company comparison | ## Background
Tuesday afternoon, 2026-02-17. Mark has assigned an observability sector comparison on Slack for Friday's IC meeting. The company list and requested fields are in the channel.
## Task
Fill the Excel template for the four companies on Mark's Slack list and deliver it by Thursday EOD. Using only disclosu... | [
{
"name": "NOTICE.md",
"level": 0
},
{
"name": "accounts.json",
"level": 0
},
{
"name": "channels.json",
"level": 0
},
{
"name": "users.json",
"level": 0
},
{
"name": "01_research_conventions.json",
"level": 1
},
{
"name": "02_meeting_move.json",
"... | https://haoyu-zhao.github.io/CLE/tasks/index.html#task=software-investment-research&level=2 | https://huggingface.co/datasets/Continual-Learning-Exam/CLE-Task-Inputs/blob/main/software-investment-research/test/t2.md | ||
Software Investment Research | Follow a software investment analyst from an IPO brief through company comparisons, position reviews and an LP update, carrying research evidence and team conventions across stages. | Finance & investment | Software investment analyst | [
"Email",
"Slack",
"Word",
"Excel",
"SEC EDGAR"
] | 3 | Datadog earnings and position review | ## Background
Thursday, 2026-02-26, 09:00 PT. The fund holds Datadog. Its annual 10-K was filed on February 18, and today is the annual position review. Mark has raised two concerns on Slack for you to check. You maintain the research file for GE-II (Growth Equity II).
## Task
Complete the earnings recap and positio... | [
{
"name": "NOTICE.md",
"level": 0
},
{
"name": "accounts.json",
"level": 0
},
{
"name": "channels.json",
"level": 0
},
{
"name": "users.json",
"level": 0
},
{
"name": "01_research_conventions.json",
"level": 1
},
{
"name": "02_meeting_move.json",
"... | https://haoyu-zhao.github.io/CLE/tasks/index.html#task=software-investment-research&level=3 | https://huggingface.co/datasets/Continual-Learning-Exam/CLE-Task-Inputs/blob/main/software-investment-research/test/t3.md | ||
Software Investment Research | Follow a software investment analyst from an IPO brief through company comparisons, position reviews and an LP update, carrying research evidence and team conventions across stages. | Finance & investment | Software investment analyst | [
"Email",
"Slack",
"Word",
"Excel",
"SEC EDGAR"
] | 4 | Rubrik follow-on investment memo | ## Background
Wednesday, 2026-04-22, 15:30 PT. The team is considering participation in a potential Rubrik follow-on public offering for discussion at Friday's IC. Mark has added his views on Slack. Pricing and allocation terms have not yet arrived.
## Task
By Thursday EOD, deliver a Word memo for Friday's IC and a ... | [
{
"name": "NOTICE.md",
"level": 0
},
{
"name": "accounts.json",
"level": 0
},
{
"name": "channels.json",
"level": 0
},
{
"name": "users.json",
"level": 0
},
{
"name": "01_research_conventions.json",
"level": 1
},
{
"name": "02_meeting_move.json",
"... | https://haoyu-zhao.github.io/CLE/tasks/index.html#task=software-investment-research&level=4 | https://huggingface.co/datasets/Continual-Learning-Exam/CLE-Task-Inputs/blob/main/software-investment-research/test/t4.md | ||
Software Investment Research | Follow a software investment analyst from an IPO brief through company comparisons, position reviews and an LP update, carrying research evidence and team conventions across stages. | Finance & investment | Software investment analyst | [
"Email",
"Slack",
"Word",
"Excel",
"SEC EDGAR"
] | 5 | LP update fact-check and compliance review | ## Background
Friday, 2026-04-24, 10:00 PT. Kate has emailed the market and portfolio excerpt for the Q1 LP update and assigned an initial review on Slack. Laura will handle the subsequent legal review. Distribution is planned for next Monday.
## Task
Identify the current draft in Kate's email thread and check the e... | [
{
"name": "NOTICE.md",
"level": 0
},
{
"name": "accounts.json",
"level": 0
},
{
"name": "channels.json",
"level": 0
},
{
"name": "users.json",
"level": 0
},
{
"name": "01_research_conventions.json",
"level": 1
},
{
"name": "02_meeting_move.json",
"... | https://haoyu-zhao.github.io/CLE/tasks/index.html#task=software-investment-research&level=5 | https://huggingface.co/datasets/Continual-Learning-Exam/CLE-Task-Inputs/blob/main/software-investment-research/test/t5.md |
Continual Learning Exam — Task Cards
This public table contains one card for each level of five CLE tasks. Each card contains the assignment, stated inputs and outputs, and an inventory of files available to the agent by that level. Browse the interactive Tasks page for file previews.
| Resource | Access | Contents |
|---|---|---|
| This Task Cards dataset | Public | 25 task-level records with instructions and input-file names |
| Task Inputs | Public | Instructions, task input files, and source notices |
| Reference | Approval required | Evaluation rubrics and reference answers |
| Full Archive | Approval required | Complete task packages, including setup and evaluation material |
The public cards and inputs are for inspection and research. They do not include the evaluation harness or a runnable benchmark service. Service setup scripts and scoring logic are reserved for the approved archive. Please do not include these tasks in training corpora.
The five scenarios cover genomics, biomedical cohort assembly, ESG reporting, academic research, and software investment research. One task retains its original Chinese instructions; the other tasks use English instructions. Third-party documents keep their original terms; each input package includes a NOTICE.md with sources and citation guidance. Fictional scenario correspondence does not imply endorsement by the named institutions or companies.
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