Datasets:

jayshah5696
/

humanize-rl-tasks

id stringlengths 13 13	family stringclasses 10 values	domain stringclasses 8 values	mode stringclasses 5 values	register_ stringclasses 7 values	instruction stringlengths 78 167	input_text stringlengths 0 1.2k	reward_profile stringclasses 5 values	trap_tags stringclasses 12 values	source stringclasses 2 values	split stringclasses 1 value	forbidden_phrases stringclasses 4 values	required_facts stringlengths 2 174	forbidden_facts stringclasses 4 values	source_group stringlengths 21 40	license stringclasses 1 value	release_eligible bool 1 class	dataset_source stringclasses 2 values	constraint_max_words int64 18 100	constraint_return_only_answer bool 1 class	constraint_no_subject_line bool 1 class	constraint_no_signoff bool 1 class	constraint_preserve_numbers bool 2 classes	constraint_preserve_entities bool 2 classes	constraint_allow_placeholders bool 2 classes	constraint_require_placeholders_for_missing_specifics bool 2 classes	constraint_allow_markdown bool 1 class
rl_v01_000001	rewrite_repair	slack	rewrite	casual	Clean up this Slack update. Keep it casual and under 30 words. Return only the message.	Please be advised that staging has been restored. The root cause was a missing STRIPE_WEBHOOK_SECRET value, and we will monitor it until 3 pm.	rewrite_faithful_concise	["over_polish", "wrapper_phrase", "verbosity"]	synthetic_template_v01	train	[]	["staging restored", "missing STRIPE_WEBHOOK_SECRET", "monitor until 3 pm"]	["database migration", "Sarah"]	template_rewrite_repair_000	project_synthetic	true	v01_template	30	true	true	true	true	true	false	false	false
rl_v01_000002	rewrite_repair	slack	rewrite	neutral	Clean up this Slack update. Keep it casual and under 30 words. Return only the message. Use a neutral register.	Please be advised that staging has been restored. The root cause was a missing STRIPE_WEBHOOK_SECRET value, and we will monitor it until 3 pm.	rewrite_faithful_concise	["over_polish", "wrapper_phrase", "verbosity"]	synthetic_template_v01	train	[]	["staging restored", "missing STRIPE_WEBHOOK_SECRET", "monitor until 3 pm"]	["database migration", "Sarah"]	template_rewrite_repair_000	project_synthetic	true	v01_template	35	true	true	true	true	true	false	false	false
rl_v01_000003	rewrite_repair	slack	rewrite	warm_professional	Clean up this Slack update. Keep it casual and under 30 words. Return only the message. Use a warm-professional register.	Please be advised that staging has been restored. The root cause was a missing STRIPE_WEBHOOK_SECRET value, and we will monitor it until 3 pm.	rewrite_faithful_concise	["over_polish", "wrapper_phrase", "verbosity"]	synthetic_template_v01	train	[]	["staging restored", "missing STRIPE_WEBHOOK_SECRET", "monitor until 3 pm"]	["database migration", "Sarah"]	template_rewrite_repair_000	project_synthetic	true	v01_template	40	true	true	true	true	true	false	false	false
rl_v01_000004	rewrite_repair	slack	rewrite	candid	Clean up this Slack update. Keep it casual and under 30 words. Return only the message. Use a candid register.	Please be advised that staging has been restored. The root cause was a missing STRIPE_WEBHOOK_SECRET value, and we will monitor it until 3 pm.	rewrite_faithful_concise	["over_polish", "wrapper_phrase", "verbosity"]	synthetic_template_v01	train	[]	["staging restored", "missing STRIPE_WEBHOOK_SECRET", "monitor until 3 pm"]	["database migration", "Sarah"]	template_rewrite_repair_000	project_synthetic	true	v01_template	27	true	true	true	true	true	false	false	false
rl_v01_000005	rewrite_repair	slack	rewrite	terse	Clean up this Slack update. Keep it casual and under 30 words. Return only the message. Use a terse register.	Please be advised that staging has been restored. The root cause was a missing STRIPE_WEBHOOK_SECRET value, and we will monitor it until 3 pm.	rewrite_faithful_concise	["over_polish", "wrapper_phrase", "verbosity"]	synthetic_template_v01	train	[]	["staging restored", "missing STRIPE_WEBHOOK_SECRET", "monitor until 3 pm"]	["database migration", "Sarah"]	template_rewrite_repair_000	project_synthetic	true	v01_template	24	true	true	true	true	true	false	false	false
rl_v01_000006	rewrite_repair	slack	rewrite	technical	Clean up this Slack update. Keep it casual and under 30 words. Return only the message. Use a technical register.	Please be advised that staging has been restored. The root cause was a missing STRIPE_WEBHOOK_SECRET value, and we will monitor it until 3 pm.	rewrite_faithful_concise	["over_polish", "wrapper_phrase", "verbosity"]	synthetic_template_v01	train	[]	["staging restored", "missing STRIPE_WEBHOOK_SECRET", "monitor until 3 pm"]	["database migration", "Sarah"]	template_rewrite_repair_000	project_synthetic	true	v01_template	38	true	true	true	true	true	false	false	false
rl_v01_000007	rewrite_repair	slack	rewrite	founder_like	Clean up this Slack update. Keep it casual and under 30 words. Return only the message. Use a founder-like register.	Please be advised that staging has been restored. The root cause was a missing STRIPE_WEBHOOK_SECRET value, and we will monitor it until 3 pm.	rewrite_faithful_concise	["over_polish", "wrapper_phrase", "verbosity"]	synthetic_template_v01	train	[]	["staging restored", "missing STRIPE_WEBHOOK_SECRET", "monitor until 3 pm"]	["database migration", "Sarah"]	template_rewrite_repair_000	project_synthetic	true	v01_template	34	true	true	true	true	true	false	false	false
rl_v01_000008	rewrite_repair	slack	rewrite	neutral	Clean up this Slack update. Keep it casual and under 30 words. Return only the message. Use a neutral register.	Please be advised that staging has been restored. The root cause was a missing STRIPE_WEBHOOK_SECRET value, and we will monitor it until 3 pm.	rewrite_faithful_concise	["over_polish", "wrapper_phrase", "verbosity"]	synthetic_template_v01	train	[]	["staging restored", "missing STRIPE_WEBHOOK_SECRET", "monitor until 3 pm"]	["database migration", "Sarah"]	template_rewrite_repair_000	project_synthetic	true	v01_template	32	true	true	true	true	true	false	false	false
rl_v01_000011	direct_email	email	direct_generation	casual	Write a short email saying the invoice was paid today and the receipt is attached. No subject line or signoff. Use a casual register.		direct_workplace_message	["email_overformat", "invented_detail", "corporate_filler"]	synthetic_template_v01	train	[]	["invoice paid today", "receipt attached"]	["wire transfer", "NetSuite", "Sarah"]	template_direct_email_001	project_synthetic	true	v01_template	55	true	true	true	false	false	false	false	false
rl_v01_000012	direct_email	email	direct_generation	neutral	Write a short email saying the invoice was paid today and the receipt is attached. No subject line or signoff. Use a neutral register.		direct_workplace_message	["email_overformat", "invented_detail", "corporate_filler"]	synthetic_template_v01	train	[]	["invoice paid today", "receipt attached"]	["wire transfer", "NetSuite", "Sarah"]	template_direct_email_001	project_synthetic	true	v01_template	60	true	true	true	false	false	false	false	false
rl_v01_000013	direct_email	email	direct_generation	warm_professional	Write a short email saying the invoice was paid today and the receipt is attached. No subject line or signoff.		direct_workplace_message	["email_overformat", "invented_detail", "corporate_filler"]	synthetic_template_v01	train	[]	["invoice paid today", "receipt attached"]	["wire transfer", "NetSuite", "Sarah"]	template_direct_email_001	project_synthetic	true	v01_template	65	true	true	true	false	false	false	false	false
rl_v01_000014	direct_email	email	direct_generation	candid	Write a short email saying the invoice was paid today and the receipt is attached. No subject line or signoff. Use a candid register.		direct_workplace_message	["email_overformat", "invented_detail", "corporate_filler"]	synthetic_template_v01	train	[]	["invoice paid today", "receipt attached"]	["wire transfer", "NetSuite", "Sarah"]	template_direct_email_001	project_synthetic	true	v01_template	52	true	true	true	false	false	false	false	false
rl_v01_000015	direct_email	email	direct_generation	terse	Write a short email saying the invoice was paid today and the receipt is attached. No subject line or signoff. Use a terse register.		direct_workplace_message	["email_overformat", "invented_detail", "corporate_filler"]	synthetic_template_v01	train	[]	["invoice paid today", "receipt attached"]	["wire transfer", "NetSuite", "Sarah"]	template_direct_email_001	project_synthetic	true	v01_template	49	true	true	true	false	false	false	false	false
rl_v01_000016	direct_email	email	direct_generation	technical	Write a short email saying the invoice was paid today and the receipt is attached. No subject line or signoff. Use a technical register.		direct_workplace_message	["email_overformat", "invented_detail", "corporate_filler"]	synthetic_template_v01	train	[]	["invoice paid today", "receipt attached"]	["wire transfer", "NetSuite", "Sarah"]	template_direct_email_001	project_synthetic	true	v01_template	63	true	true	true	false	false	false	false	false
rl_v01_000017	direct_email	email	direct_generation	founder_like	Write a short email saying the invoice was paid today and the receipt is attached. No subject line or signoff. Use a founder-like register.		direct_workplace_message	["email_overformat", "invented_detail", "corporate_filler"]	synthetic_template_v01	train	[]	["invoice paid today", "receipt attached"]	["wire transfer", "NetSuite", "Sarah"]	template_direct_email_001	project_synthetic	true	v01_template	59	true	true	true	false	false	false	false	false
rl_v01_000018	direct_email	email	direct_generation	neutral	Write a short email saying the invoice was paid today and the receipt is attached. No subject line or signoff. Use a neutral register.		direct_workplace_message	["email_overformat", "invented_detail", "corporate_filler"]	synthetic_template_v01	train	[]	["invoice paid today", "receipt attached"]	["wire transfer", "NetSuite", "Sarah"]	template_direct_email_001	project_synthetic	true	v01_template	57	true	true	true	false	false	false	false	false
rl_v01_000021	slack_chat	slack	direct_generation	casual	Write a Slack message asking the team to hold deploys until the cache issue is fixed. Under 25 words. Use a casual register.		direct_workplace_message	["register_mismatch", "verbosity", "email_overformat"]	synthetic_template_v01	train	[]	["hold deploys", "cache issue fixed"]	[]	template_slack_chat_002	project_synthetic	true	v01_template	25	true	true	true	false	false	false	false	false
rl_v01_000022	slack_chat	slack	direct_generation	neutral	Write a Slack message asking the team to hold deploys until the cache issue is fixed. Under 25 words. Use a neutral register.		direct_workplace_message	["register_mismatch", "verbosity", "email_overformat"]	synthetic_template_v01	train	[]	["hold deploys", "cache issue fixed"]	[]	template_slack_chat_002	project_synthetic	true	v01_template	30	true	true	true	false	false	false	false	false
rl_v01_000023	slack_chat	slack	direct_generation	neutral	Write a Slack message asking the team to hold deploys until the cache issue is fixed. Under 25 words. Use a neutral register.		direct_workplace_message	["register_mismatch", "verbosity", "email_overformat"]	synthetic_template_v01	train	[]	["hold deploys", "cache issue fixed"]	[]	template_slack_chat_002	project_synthetic	true	v01_template	35	true	true	true	false	false	false	false	false
rl_v01_000024	slack_chat	slack	direct_generation	candid	Write a Slack message asking the team to hold deploys until the cache issue is fixed. Under 25 words. Use a candid register.		direct_workplace_message	["register_mismatch", "verbosity", "email_overformat"]	synthetic_template_v01	train	[]	["hold deploys", "cache issue fixed"]	[]	template_slack_chat_002	project_synthetic	true	v01_template	22	true	true	true	false	false	false	false	false
rl_v01_000025	slack_chat	slack	direct_generation	terse	Write a Slack message asking the team to hold deploys until the cache issue is fixed. Under 25 words.		direct_workplace_message	["register_mismatch", "verbosity", "email_overformat"]	synthetic_template_v01	train	[]	["hold deploys", "cache issue fixed"]	[]	template_slack_chat_002	project_synthetic	true	v01_template	19	true	true	true	false	false	false	false	false
rl_v01_000026	slack_chat	slack	direct_generation	casual	Write a Slack message asking the team to hold deploys until the cache issue is fixed. Under 25 words. Use a casual register.		direct_workplace_message	["register_mismatch", "verbosity", "email_overformat"]	synthetic_template_v01	train	[]	["hold deploys", "cache issue fixed"]	[]	template_slack_chat_002	project_synthetic	true	v01_template	33	true	true	true	false	false	false	false	false
rl_v01_000027	slack_chat	slack	direct_generation	neutral	Write a Slack message asking the team to hold deploys until the cache issue is fixed. Under 25 words. Use a neutral register.		direct_workplace_message	["register_mismatch", "verbosity", "email_overformat"]	synthetic_template_v01	train	[]	["hold deploys", "cache issue fixed"]	[]	template_slack_chat_002	project_synthetic	true	v01_template	29	true	true	true	false	false	false	false	false
rl_v01_000028	slack_chat	slack	direct_generation	neutral	Write a Slack message asking the team to hold deploys until the cache issue is fixed. Under 25 words. Use a neutral register.		direct_workplace_message	["register_mismatch", "verbosity", "email_overformat"]	synthetic_template_v01	train	[]	["hold deploys", "cache issue fixed"]	[]	template_slack_chat_002	project_synthetic	true	v01_template	27	true	true	true	false	false	false	false	false
rl_v01_000031	compression	leadership	compress	casual	Compress this incident note into two sentences for leadership. Preserve the customer count and ETA. Use a casual register.	Checkout errors started at 10:10. We traced it to the payment adapter timing out after a vendor deploy. About 180 customers saw retries. The rollback finished at 10:42, and we expect the remaining queue to clear by 11:15.	compression_update	["dropped_facts", "length_failure", "vague_summary"]	synthetic_template_v01	train	[]	["180 customers", "clear by 11:15", "rollback finished at 10:42"]	[]	template_compression_003	project_synthetic	true	v01_template	45	true	true	true	true	false	false	false	false
rl_v01_000032	compression	leadership	compress	neutral	Compress this incident note into two sentences for leadership. Preserve the customer count and ETA.	Checkout errors started at 10:10. We traced it to the payment adapter timing out after a vendor deploy. About 180 customers saw retries. The rollback finished at 10:42, and we expect the remaining queue to clear by 11:15.	compression_update	["dropped_facts", "length_failure", "vague_summary"]	synthetic_template_v01	train	[]	["180 customers", "clear by 11:15", "rollback finished at 10:42"]	[]	template_compression_003	project_synthetic	true	v01_template	50	true	true	true	true	false	false	false	false
rl_v01_000033	compression	leadership	compress	warm_professional	Compress this incident note into two sentences for leadership. Preserve the customer count and ETA. Use a warm-professional register.	Checkout errors started at 10:10. We traced it to the payment adapter timing out after a vendor deploy. About 180 customers saw retries. The rollback finished at 10:42, and we expect the remaining queue to clear by 11:15.	compression_update	["dropped_facts", "length_failure", "vague_summary"]	synthetic_template_v01	train	[]	["180 customers", "clear by 11:15", "rollback finished at 10:42"]	[]	template_compression_003	project_synthetic	true	v01_template	55	true	true	true	true	false	false	false	false
rl_v01_000034	compression	leadership	compress	candid	Compress this incident note into two sentences for leadership. Preserve the customer count and ETA. Use a candid register.	Checkout errors started at 10:10. We traced it to the payment adapter timing out after a vendor deploy. About 180 customers saw retries. The rollback finished at 10:42, and we expect the remaining queue to clear by 11:15.	compression_update	["dropped_facts", "length_failure", "vague_summary"]	synthetic_template_v01	train	[]	["180 customers", "clear by 11:15", "rollback finished at 10:42"]	[]	template_compression_003	project_synthetic	true	v01_template	42	true	true	true	true	false	false	false	false
rl_v01_000035	compression	leadership	compress	terse	Compress this incident note into two sentences for leadership. Preserve the customer count and ETA. Use a terse register.	Checkout errors started at 10:10. We traced it to the payment adapter timing out after a vendor deploy. About 180 customers saw retries. The rollback finished at 10:42, and we expect the remaining queue to clear by 11:15.	compression_update	["dropped_facts", "length_failure", "vague_summary"]	synthetic_template_v01	train	[]	["180 customers", "clear by 11:15", "rollback finished at 10:42"]	[]	template_compression_003	project_synthetic	true	v01_template	39	true	true	true	true	false	false	false	false
rl_v01_000036	compression	leadership	compress	technical	Compress this incident note into two sentences for leadership. Preserve the customer count and ETA. Use a technical register.	Checkout errors started at 10:10. We traced it to the payment adapter timing out after a vendor deploy. About 180 customers saw retries. The rollback finished at 10:42, and we expect the remaining queue to clear by 11:15.	compression_update	["dropped_facts", "length_failure", "vague_summary"]	synthetic_template_v01	train	[]	["180 customers", "clear by 11:15", "rollback finished at 10:42"]	[]	template_compression_003	project_synthetic	true	v01_template	53	true	true	true	true	false	false	false	false
rl_v01_000037	compression	leadership	compress	founder_like	Compress this incident note into two sentences for leadership. Preserve the customer count and ETA. Use a founder-like register.	Checkout errors started at 10:10. We traced it to the payment adapter timing out after a vendor deploy. About 180 customers saw retries. The rollback finished at 10:42, and we expect the remaining queue to clear by 11:15.	compression_update	["dropped_facts", "length_failure", "vague_summary"]	synthetic_template_v01	train	[]	["180 customers", "clear by 11:15", "rollback finished at 10:42"]	[]	template_compression_003	project_synthetic	true	v01_template	49	true	true	true	true	false	false	false	false
rl_v01_000038	compression	leadership	compress	neutral	Compress this incident note into two sentences for leadership. Preserve the customer count and ETA.	Checkout errors started at 10:10. We traced it to the payment adapter timing out after a vendor deploy. About 180 customers saw retries. The rollback finished at 10:42, and we expect the remaining queue to clear by 11:15.	compression_update	["dropped_facts", "length_failure", "vague_summary"]	synthetic_template_v01	train	[]	["180 customers", "clear by 11:15", "rollback finished at 10:42"]	[]	template_compression_003	project_synthetic	true	v01_template	47	true	true	true	true	false	false	false	false
rl_v01_000041	tone_shift	email	tone_shift	casual	Make this note more candid and less inflated. Keep the same facts. No subject line. Use a casual register.	We are thrilled to announce a transformative optimization initiative that will unlock unprecedented operational excellence across onboarding by Friday.	rewrite_faithful_concise	["hype_retention", "over_polish", "ai_tell_phrase"]	synthetic_template_v01	train	["thrilled", "transformative", "unlock", "unprecedented", "operational excellence"]	["onboarding", "Friday"]	[]	template_tone_shift_004	project_synthetic	true	v01_template	35	true	true	true	false	false	false	false	false
rl_v01_000042	tone_shift	email	tone_shift	neutral	Make this note more candid and less inflated. Keep the same facts. No subject line. Use a neutral register.	We are thrilled to announce a transformative optimization initiative that will unlock unprecedented operational excellence across onboarding by Friday.	rewrite_faithful_concise	["hype_retention", "over_polish", "ai_tell_phrase"]	synthetic_template_v01	train	["thrilled", "transformative", "unlock", "unprecedented", "operational excellence"]	["onboarding", "Friday"]	[]	template_tone_shift_004	project_synthetic	true	v01_template	40	true	true	true	false	false	false	false	false
rl_v01_000043	tone_shift	email	tone_shift	warm_professional	Make this note more candid and less inflated. Keep the same facts. No subject line. Use a warm-professional register.	We are thrilled to announce a transformative optimization initiative that will unlock unprecedented operational excellence across onboarding by Friday.	rewrite_faithful_concise	["hype_retention", "over_polish", "ai_tell_phrase"]	synthetic_template_v01	train	["thrilled", "transformative", "unlock", "unprecedented", "operational excellence"]	["onboarding", "Friday"]	[]	template_tone_shift_004	project_synthetic	true	v01_template	45	true	true	true	false	false	false	false	false
rl_v01_000044	tone_shift	email	tone_shift	candid	Make this note more candid and less inflated. Keep the same facts. No subject line.	We are thrilled to announce a transformative optimization initiative that will unlock unprecedented operational excellence across onboarding by Friday.	rewrite_faithful_concise	["hype_retention", "over_polish", "ai_tell_phrase"]	synthetic_template_v01	train	["thrilled", "transformative", "unlock", "unprecedented", "operational excellence"]	["onboarding", "Friday"]	[]	template_tone_shift_004	project_synthetic	true	v01_template	32	true	true	true	false	false	false	false	false
rl_v01_000045	tone_shift	email	tone_shift	terse	Make this note more candid and less inflated. Keep the same facts. No subject line. Use a terse register.	We are thrilled to announce a transformative optimization initiative that will unlock unprecedented operational excellence across onboarding by Friday.	rewrite_faithful_concise	["hype_retention", "over_polish", "ai_tell_phrase"]	synthetic_template_v01	train	["thrilled", "transformative", "unlock", "unprecedented", "operational excellence"]	["onboarding", "Friday"]	[]	template_tone_shift_004	project_synthetic	true	v01_template	29	true	true	true	false	false	false	false	false
rl_v01_000046	tone_shift	email	tone_shift	technical	Make this note more candid and less inflated. Keep the same facts. No subject line. Use a technical register.	We are thrilled to announce a transformative optimization initiative that will unlock unprecedented operational excellence across onboarding by Friday.	rewrite_faithful_concise	["hype_retention", "over_polish", "ai_tell_phrase"]	synthetic_template_v01	train	["thrilled", "transformative", "unlock", "unprecedented", "operational excellence"]	["onboarding", "Friday"]	[]	template_tone_shift_004	project_synthetic	true	v01_template	43	true	true	true	false	false	false	false	false
rl_v01_000047	tone_shift	email	tone_shift	founder_like	Make this note more candid and less inflated. Keep the same facts. No subject line. Use a founder-like register.	We are thrilled to announce a transformative optimization initiative that will unlock unprecedented operational excellence across onboarding by Friday.	rewrite_faithful_concise	["hype_retention", "over_polish", "ai_tell_phrase"]	synthetic_template_v01	train	["thrilled", "transformative", "unlock", "unprecedented", "operational excellence"]	["onboarding", "Friday"]	[]	template_tone_shift_004	project_synthetic	true	v01_template	39	true	true	true	false	false	false	false	false
rl_v01_000048	tone_shift	email	tone_shift	neutral	Make this note more candid and less inflated. Keep the same facts. No subject line. Use a neutral register.	We are thrilled to announce a transformative optimization initiative that will unlock unprecedented operational excellence across onboarding by Friday.	rewrite_faithful_concise	["hype_retention", "over_polish", "ai_tell_phrase"]	synthetic_template_v01	train	["thrilled", "transformative", "unlock", "unprecedented", "operational excellence"]	["onboarding", "Friday"]	[]	template_tone_shift_004	project_synthetic	true	v01_template	37	true	true	true	false	false	false	false	false
rl_v01_000051	technical_explain	technical	direct_generation	casual	Explain to a junior engineer why idempotency keys matter for payment retries. Keep it under 80 words and avoid bullets. Use a casual register.		technical_explain_natural	["over_markdown", "fake_technical_claim", "lecture_tone"]	synthetic_template_v01	train	[]	["payment retries", "idempotency keys"]	[]	template_technical_explain_005	project_synthetic	true	v01_template	80	true	true	true	false	false	false	false	false
rl_v01_000052	technical_explain	technical	direct_generation	neutral	Explain to a junior engineer why idempotency keys matter for payment retries. Keep it under 80 words and avoid bullets. Use a neutral register.		technical_explain_natural	["over_markdown", "fake_technical_claim", "lecture_tone"]	synthetic_template_v01	train	[]	["payment retries", "idempotency keys"]	[]	template_technical_explain_005	project_synthetic	true	v01_template	85	true	true	true	false	false	false	false	false
rl_v01_000053	technical_explain	technical	direct_generation	technical	Explain to a junior engineer why idempotency keys matter for payment retries. Keep it under 80 words and avoid bullets.		technical_explain_natural	["over_markdown", "fake_technical_claim", "lecture_tone"]	synthetic_template_v01	train	[]	["payment retries", "idempotency keys"]	[]	template_technical_explain_005	project_synthetic	true	v01_template	90	true	true	true	false	false	false	false	false
rl_v01_000054	technical_explain	technical	direct_generation	casual	Explain to a junior engineer why idempotency keys matter for payment retries. Keep it under 80 words and avoid bullets. Use a casual register.		technical_explain_natural	["over_markdown", "fake_technical_claim", "lecture_tone"]	synthetic_template_v01	train	[]	["payment retries", "idempotency keys"]	[]	template_technical_explain_005	project_synthetic	true	v01_template	77	true	true	true	false	false	false	false	false
rl_v01_000055	technical_explain	technical	direct_generation	neutral	Explain to a junior engineer why idempotency keys matter for payment retries. Keep it under 80 words and avoid bullets. Use a neutral register.		technical_explain_natural	["over_markdown", "fake_technical_claim", "lecture_tone"]	synthetic_template_v01	train	[]	["payment retries", "idempotency keys"]	[]	template_technical_explain_005	project_synthetic	true	v01_template	74	true	true	true	false	false	false	false	false
rl_v01_000056	technical_explain	technical	direct_generation	technical	Explain to a junior engineer why idempotency keys matter for payment retries. Keep it under 80 words and avoid bullets.		technical_explain_natural	["over_markdown", "fake_technical_claim", "lecture_tone"]	synthetic_template_v01	train	[]	["payment retries", "idempotency keys"]	[]	template_technical_explain_005	project_synthetic	true	v01_template	88	true	true	true	false	false	false	false	false
rl_v01_000057	technical_explain	technical	direct_generation	casual	Explain to a junior engineer why idempotency keys matter for payment retries. Keep it under 80 words and avoid bullets. Use a casual register.		technical_explain_natural	["over_markdown", "fake_technical_claim", "lecture_tone"]	synthetic_template_v01	train	[]	["payment retries", "idempotency keys"]	[]	template_technical_explain_005	project_synthetic	true	v01_template	84	true	true	true	false	false	false	false	false
rl_v01_000058	technical_explain	technical	direct_generation	neutral	Explain to a junior engineer why idempotency keys matter for payment retries. Keep it under 80 words and avoid bullets. Use a neutral register.		technical_explain_natural	["over_markdown", "fake_technical_claim", "lecture_tone"]	synthetic_template_v01	train	[]	["payment retries", "idempotency keys"]	[]	template_technical_explain_005	project_synthetic	true	v01_template	82	true	true	true	false	false	false	false	false
rl_v01_000061	product_copy_cleanup	product	rewrite	casual	Rewrite this product copy so it sounds concrete and user-facing. One sentence. Use a casual register.	Our seamless AI-powered platform empowers teams to unlock mission-critical insights at scale.	rewrite_faithful_concise	["buzzword_retention", "vague_benefit", "ai_tell_phrase"]	synthetic_template_v01	train	["seamless", "empowers", "unlock", "mission-critical", "at scale"]	[]	[]	template_product_copy_cleanup_006	project_synthetic	true	v01_template	24	true	true	true	false	false	false	false	false
rl_v01_000062	product_copy_cleanup	product	rewrite	neutral	Rewrite this product copy so it sounds concrete and user-facing. One sentence.	Our seamless AI-powered platform empowers teams to unlock mission-critical insights at scale.	rewrite_faithful_concise	["buzzword_retention", "vague_benefit", "ai_tell_phrase"]	synthetic_template_v01	train	["seamless", "empowers", "unlock", "mission-critical", "at scale"]	[]	[]	template_product_copy_cleanup_006	project_synthetic	true	v01_template	29	true	true	true	false	false	false	false	false
rl_v01_000063	product_copy_cleanup	product	rewrite	warm_professional	Rewrite this product copy so it sounds concrete and user-facing. One sentence. Use a warm-professional register.	Our seamless AI-powered platform empowers teams to unlock mission-critical insights at scale.	rewrite_faithful_concise	["buzzword_retention", "vague_benefit", "ai_tell_phrase"]	synthetic_template_v01	train	["seamless", "empowers", "unlock", "mission-critical", "at scale"]	[]	[]	template_product_copy_cleanup_006	project_synthetic	true	v01_template	34	true	true	true	false	false	false	false	false
rl_v01_000064	product_copy_cleanup	product	rewrite	candid	Rewrite this product copy so it sounds concrete and user-facing. One sentence. Use a candid register.	Our seamless AI-powered platform empowers teams to unlock mission-critical insights at scale.	rewrite_faithful_concise	["buzzword_retention", "vague_benefit", "ai_tell_phrase"]	synthetic_template_v01	train	["seamless", "empowers", "unlock", "mission-critical", "at scale"]	[]	[]	template_product_copy_cleanup_006	project_synthetic	true	v01_template	21	true	true	true	false	false	false	false	false
rl_v01_000065	product_copy_cleanup	product	rewrite	terse	Rewrite this product copy so it sounds concrete and user-facing. One sentence. Use a terse register.	Our seamless AI-powered platform empowers teams to unlock mission-critical insights at scale.	rewrite_faithful_concise	["buzzword_retention", "vague_benefit", "ai_tell_phrase"]	synthetic_template_v01	train	["seamless", "empowers", "unlock", "mission-critical", "at scale"]	[]	[]	template_product_copy_cleanup_006	project_synthetic	true	v01_template	18	true	true	true	false	false	false	false	false
rl_v01_000066	product_copy_cleanup	product	rewrite	technical	Rewrite this product copy so it sounds concrete and user-facing. One sentence. Use a technical register.	Our seamless AI-powered platform empowers teams to unlock mission-critical insights at scale.	rewrite_faithful_concise	["buzzword_retention", "vague_benefit", "ai_tell_phrase"]	synthetic_template_v01	train	["seamless", "empowers", "unlock", "mission-critical", "at scale"]	[]	[]	template_product_copy_cleanup_006	project_synthetic	true	v01_template	32	true	true	true	false	false	false	false	false
rl_v01_000067	product_copy_cleanup	product	rewrite	founder_like	Rewrite this product copy so it sounds concrete and user-facing. One sentence. Use a founder-like register.	Our seamless AI-powered platform empowers teams to unlock mission-critical insights at scale.	rewrite_faithful_concise	["buzzword_retention", "vague_benefit", "ai_tell_phrase"]	synthetic_template_v01	train	["seamless", "empowers", "unlock", "mission-critical", "at scale"]	[]	[]	template_product_copy_cleanup_006	project_synthetic	true	v01_template	28	true	true	true	false	false	false	false	false
rl_v01_000068	product_copy_cleanup	product	rewrite	neutral	Rewrite this product copy so it sounds concrete and user-facing. One sentence.	Our seamless AI-powered platform empowers teams to unlock mission-critical insights at scale.	rewrite_faithful_concise	["buzzword_retention", "vague_benefit", "ai_tell_phrase"]	synthetic_template_v01	train	["seamless", "empowers", "unlock", "mission-critical", "at scale"]	[]	[]	template_product_copy_cleanup_006	project_synthetic	true	v01_template	26	true	true	true	false	false	false	false	false
rl_v01_000071	candidate_customer_comms	hiring	direct_generation	candid	Write a brief candidate rejection after a final interview. Be kind but not over-apologetic. Do not invent feedback. Use a candid register.		sensitive_comms	["over_apology", "invented_feedback", "corporate_filler"]	synthetic_template_v01	train	[]	[]	["another candidate", "technical assessment", "future openings"]	template_candidate_customer_comms_007	project_synthetic	true	v01_template	70	true	true	true	false	false	false	false	false
rl_v01_000072	candidate_customer_comms	hiring	direct_generation	neutral	Write a brief candidate rejection after a final interview. Be kind but not over-apologetic. Do not invent feedback. Use a neutral register.		sensitive_comms	["over_apology", "invented_feedback", "corporate_filler"]	synthetic_template_v01	train	[]	[]	["another candidate", "technical assessment", "future openings"]	template_candidate_customer_comms_007	project_synthetic	true	v01_template	75	true	true	true	false	false	false	false	false
rl_v01_000073	candidate_customer_comms	hiring	direct_generation	warm_professional	Write a brief candidate rejection after a final interview. Be kind but not over-apologetic. Do not invent feedback.		sensitive_comms	["over_apology", "invented_feedback", "corporate_filler"]	synthetic_template_v01	train	[]	[]	["another candidate", "technical assessment", "future openings"]	template_candidate_customer_comms_007	project_synthetic	true	v01_template	80	true	true	true	false	false	false	false	false
rl_v01_000074	candidate_customer_comms	hiring	direct_generation	candid	Write a brief candidate rejection after a final interview. Be kind but not over-apologetic. Do not invent feedback. Use a candid register.		sensitive_comms	["over_apology", "invented_feedback", "corporate_filler"]	synthetic_template_v01	train	[]	[]	["another candidate", "technical assessment", "future openings"]	template_candidate_customer_comms_007	project_synthetic	true	v01_template	67	true	true	true	false	false	false	false	false
rl_v01_000075	candidate_customer_comms	hiring	direct_generation	neutral	Write a brief candidate rejection after a final interview. Be kind but not over-apologetic. Do not invent feedback. Use a neutral register.		sensitive_comms	["over_apology", "invented_feedback", "corporate_filler"]	synthetic_template_v01	train	[]	[]	["another candidate", "technical assessment", "future openings"]	template_candidate_customer_comms_007	project_synthetic	true	v01_template	64	true	true	true	false	false	false	false	false
rl_v01_000076	candidate_customer_comms	hiring	direct_generation	warm_professional	Write a brief candidate rejection after a final interview. Be kind but not over-apologetic. Do not invent feedback.		sensitive_comms	["over_apology", "invented_feedback", "corporate_filler"]	synthetic_template_v01	train	[]	[]	["another candidate", "technical assessment", "future openings"]	template_candidate_customer_comms_007	project_synthetic	true	v01_template	78	true	true	true	false	false	false	false	false
rl_v01_000077	candidate_customer_comms	hiring	direct_generation	candid	Write a brief candidate rejection after a final interview. Be kind but not over-apologetic. Do not invent feedback. Use a candid register.		sensitive_comms	["over_apology", "invented_feedback", "corporate_filler"]	synthetic_template_v01	train	[]	[]	["another candidate", "technical assessment", "future openings"]	template_candidate_customer_comms_007	project_synthetic	true	v01_template	74	true	true	true	false	false	false	false	false
rl_v01_000078	candidate_customer_comms	hiring	direct_generation	neutral	Write a brief candidate rejection after a final interview. Be kind but not over-apologetic. Do not invent feedback. Use a neutral register.		sensitive_comms	["over_apology", "invented_feedback", "corporate_filler"]	synthetic_template_v01	train	[]	[]	["another candidate", "technical assessment", "future openings"]	template_candidate_customer_comms_007	project_synthetic	true	v01_template	72	true	true	true	false	false	false	false	false
rl_v01_000081	adversarial_ai_tell_removal	email	repair	casual	Remove the AI-sounding phrases while preserving the request and deadline. Return only the revised note. Use a casual register.	I hope this email finds you well. It is worth noting that we need your budget notes by Thursday. Please do not hesitate to reach out with questions.	rewrite_faithful_concise	["ai_tell_phrase", "meaning_loss", "wrapper_phrase"]	synthetic_template_v01	train	["I hope this email finds you well", "It is worth noting", "Please do not hesitate"]	["budget notes", "Thursday"]	[]	template_adversarial_ai_tell_removal_008	project_synthetic	true	v01_template	40	true	true	true	false	true	false	false	false
rl_v01_000082	adversarial_ai_tell_removal	email	repair	neutral	Remove the AI-sounding phrases while preserving the request and deadline. Return only the revised note. Use a neutral register.	I hope this email finds you well. It is worth noting that we need your budget notes by Thursday. Please do not hesitate to reach out with questions.	rewrite_faithful_concise	["ai_tell_phrase", "meaning_loss", "wrapper_phrase"]	synthetic_template_v01	train	["I hope this email finds you well", "It is worth noting", "Please do not hesitate"]	["budget notes", "Thursday"]	[]	template_adversarial_ai_tell_removal_008	project_synthetic	true	v01_template	45	true	true	true	false	true	false	false	false
rl_v01_000083	adversarial_ai_tell_removal	email	repair	warm_professional	Remove the AI-sounding phrases while preserving the request and deadline. Return only the revised note.	I hope this email finds you well. It is worth noting that we need your budget notes by Thursday. Please do not hesitate to reach out with questions.	rewrite_faithful_concise	["ai_tell_phrase", "meaning_loss", "wrapper_phrase"]	synthetic_template_v01	train	["I hope this email finds you well", "It is worth noting", "Please do not hesitate"]	["budget notes", "Thursday"]	[]	template_adversarial_ai_tell_removal_008	project_synthetic	true	v01_template	50	true	true	true	false	true	false	false	false
rl_v01_000084	adversarial_ai_tell_removal	email	repair	candid	Remove the AI-sounding phrases while preserving the request and deadline. Return only the revised note. Use a candid register.	I hope this email finds you well. It is worth noting that we need your budget notes by Thursday. Please do not hesitate to reach out with questions.	rewrite_faithful_concise	["ai_tell_phrase", "meaning_loss", "wrapper_phrase"]	synthetic_template_v01	train	["I hope this email finds you well", "It is worth noting", "Please do not hesitate"]	["budget notes", "Thursday"]	[]	template_adversarial_ai_tell_removal_008	project_synthetic	true	v01_template	37	true	true	true	false	true	false	false	false
rl_v01_000085	adversarial_ai_tell_removal	email	repair	terse	Remove the AI-sounding phrases while preserving the request and deadline. Return only the revised note. Use a terse register.	I hope this email finds you well. It is worth noting that we need your budget notes by Thursday. Please do not hesitate to reach out with questions.	rewrite_faithful_concise	["ai_tell_phrase", "meaning_loss", "wrapper_phrase"]	synthetic_template_v01	train	["I hope this email finds you well", "It is worth noting", "Please do not hesitate"]	["budget notes", "Thursday"]	[]	template_adversarial_ai_tell_removal_008	project_synthetic	true	v01_template	34	true	true	true	false	true	false	false	false
rl_v01_000086	adversarial_ai_tell_removal	email	repair	technical	Remove the AI-sounding phrases while preserving the request and deadline. Return only the revised note. Use a technical register.	I hope this email finds you well. It is worth noting that we need your budget notes by Thursday. Please do not hesitate to reach out with questions.	rewrite_faithful_concise	["ai_tell_phrase", "meaning_loss", "wrapper_phrase"]	synthetic_template_v01	train	["I hope this email finds you well", "It is worth noting", "Please do not hesitate"]	["budget notes", "Thursday"]	[]	template_adversarial_ai_tell_removal_008	project_synthetic	true	v01_template	48	true	true	true	false	true	false	false	false
rl_v01_000087	adversarial_ai_tell_removal	email	repair	founder_like	Remove the AI-sounding phrases while preserving the request and deadline. Return only the revised note. Use a founder-like register.	I hope this email finds you well. It is worth noting that we need your budget notes by Thursday. Please do not hesitate to reach out with questions.	rewrite_faithful_concise	["ai_tell_phrase", "meaning_loss", "wrapper_phrase"]	synthetic_template_v01	train	["I hope this email finds you well", "It is worth noting", "Please do not hesitate"]	["budget notes", "Thursday"]	[]	template_adversarial_ai_tell_removal_008	project_synthetic	true	v01_template	44	true	true	true	false	true	false	false	false
rl_v01_000088	adversarial_ai_tell_removal	email	repair	neutral	Remove the AI-sounding phrases while preserving the request and deadline. Return only the revised note. Use a neutral register.	I hope this email finds you well. It is worth noting that we need your budget notes by Thursday. Please do not hesitate to reach out with questions.	rewrite_faithful_concise	["ai_tell_phrase", "meaning_loss", "wrapper_phrase"]	synthetic_template_v01	train	["I hope this email finds you well", "It is worth noting", "Please do not hesitate"]	["budget notes", "Thursday"]	[]	template_adversarial_ai_tell_removal_008	project_synthetic	true	v01_template	42	true	true	true	false	true	false	false	false
rl_v01_000091	placeholder_discipline	support	direct_generation	casual	Write a support reply saying we need the customer's account email before investigating. Use a placeholder only for the missing email. Use a casual register.		direct_workplace_message	["placeholder_required", "invented_detail", "over_polish"]	synthetic_template_v01	train	[]	["need account email", "before investigating"]	[]	template_placeholder_discipline_009	project_synthetic	true	v01_template	45	true	true	true	false	false	true	true	false
rl_v01_000092	placeholder_discipline	support	direct_generation	neutral	Write a support reply saying we need the customer's account email before investigating. Use a placeholder only for the missing email.		direct_workplace_message	["placeholder_required", "invented_detail", "over_polish"]	synthetic_template_v01	train	[]	["need account email", "before investigating"]	[]	template_placeholder_discipline_009	project_synthetic	true	v01_template	50	true	true	true	false	false	true	true	false
rl_v01_000093	placeholder_discipline	support	direct_generation	warm_professional	Write a support reply saying we need the customer's account email before investigating. Use a placeholder only for the missing email. Use a warm-professional register.		direct_workplace_message	["placeholder_required", "invented_detail", "over_polish"]	synthetic_template_v01	train	[]	["need account email", "before investigating"]	[]	template_placeholder_discipline_009	project_synthetic	true	v01_template	55	true	true	true	false	false	true	true	false
rl_v01_000094	placeholder_discipline	support	direct_generation	candid	Write a support reply saying we need the customer's account email before investigating. Use a placeholder only for the missing email. Use a candid register.		direct_workplace_message	["placeholder_required", "invented_detail", "over_polish"]	synthetic_template_v01	train	[]	["need account email", "before investigating"]	[]	template_placeholder_discipline_009	project_synthetic	true	v01_template	42	true	true	true	false	false	true	true	false
rl_v01_000095	placeholder_discipline	support	direct_generation	terse	Write a support reply saying we need the customer's account email before investigating. Use a placeholder only for the missing email. Use a terse register.		direct_workplace_message	["placeholder_required", "invented_detail", "over_polish"]	synthetic_template_v01	train	[]	["need account email", "before investigating"]	[]	template_placeholder_discipline_009	project_synthetic	true	v01_template	39	true	true	true	false	false	true	true	false
rl_v01_000096	placeholder_discipline	support	direct_generation	technical	Write a support reply saying we need the customer's account email before investigating. Use a placeholder only for the missing email. Use a technical register.		direct_workplace_message	["placeholder_required", "invented_detail", "over_polish"]	synthetic_template_v01	train	[]	["need account email", "before investigating"]	[]	template_placeholder_discipline_009	project_synthetic	true	v01_template	53	true	true	true	false	false	true	true	false
rl_v01_000097	placeholder_discipline	support	direct_generation	founder_like	Write a support reply saying we need the customer's account email before investigating. Use a placeholder only for the missing email. Use a founder-like register.		direct_workplace_message	["placeholder_required", "invented_detail", "over_polish"]	synthetic_template_v01	train	[]	["need account email", "before investigating"]	[]	template_placeholder_discipline_009	project_synthetic	true	v01_template	49	true	true	true	false	false	true	true	false
rl_v01_000098	placeholder_discipline	support	direct_generation	neutral	Write a support reply saying we need the customer's account email before investigating. Use a placeholder only for the missing email.		direct_workplace_message	["placeholder_required", "invented_detail", "over_polish"]	synthetic_template_v01	train	[]	["need account email", "before investigating"]	[]	template_placeholder_discipline_009	project_synthetic	true	v01_template	47	true	true	true	false	false	true	true	false
rl_v01_000001	rewrite_repair	slack	rewrite	casual	Rewrite this slack message to sound natural and human. Keep it under 30 words. Return only the message.	Rewrite the following stiff, jargon-heavy status update into a casual, direct Slack message for a project team: 'The implementation phase for [Project] has encountered a deviation from the established timeline due to unforeseen resource allocation discrepancies. We are currently engaged in a recalibration effort to ens...	rewrite_faithful_concise	["over_polish", "wrapper_phrase", "verbosity"]	v04_stream_b_and_sft	train	[]	["Rewrite", "Slack", "Project", "Date"]	[]	rewrite_repair_slack_0000	project_synthetic	true	v02_real_source	30	true	true	true	true	true	false	false	false
rl_v01_000003	tone_shift	product	rewrite	warm_professional	Rewrite this to sound warm and direct — like a real colleague, not a corporate template. Under 87 words. Return only the message.	The war of words between right and left collapsed into a shooting war, and raged between the high-technology weapons on each side, devastating cities and overrunning the countryside. At the close of Empire, political scientist and government adviser Averell Torrent had maneuvered himself into the presidency of the Unit...	sensitive_comms	["corporate_filler", "register_mismatch", "over_polish"]	v04_stream_b_and_sft	train	[]	["Empire", "Averell Torrent", "United States", "American"]	[]	tone_shift_product_0002	project_synthetic	true	v02_real_source	87	true	true	true	true	true	false	false	false
rl_v01_000004	rewrite_repair	email	rewrite	casual	Rewrite this email message to sound natural and human. Keep it under 51 words. Return only the message.	Subject: Performance Feedback and Strategic Recommendations Dear Mary, I hope this message finds you well. As we conclude this quarter, I would like to take the opportunity to provide performance feedback that will guide our upcoming initiatives within Innovation Labs. Firstly, I would like to commend our team for t...	rewrite_faithful_concise	["over_polish", "wrapper_phrase", "verbosity"]	v04_stream_b_and_sft	train	[]	["Performance Feedback", "Strategic Recommendations\n\nDear Mary", "Innovation Labs", "Firstly"]	[]	rewrite_repair_email_0005	project_synthetic	true	v02_real_source	51	true	true	true	true	true	false	false	false
rl_v01_000005	compression	email	rewrite	terse	Compress this into a single tight email update. Under 40 words. Facts only, no padding. Return only the message.	Subject: Invitation to Strategic Conference on Customer Satisfaction and Security Recommendations Dear Ms. King, I hope this message finds you well. I am writing to formally invite you to a strategic conference scheduled for July 15, 2025, where we will discuss critical initiatives surrounding customer satisfaction...	compression_update	["verbosity", "padding", "over_polish"]	v04_stream_b_and_sft	train	[]	["2025", "15", "Invitation", "Strategic Conference"]	[]	compression_email_0006	project_synthetic	true	v02_real_source	40	true	true	true	true	true	false	false	false
rl_v01_000006	tone_shift	product	rewrite	warm_professional	Rewrite this to sound warm and direct — like a real colleague, not a corporate template. Under 95 words. Return only the message.	Twenty-three years old Claud Bannister has just failed his exam to be an accountant and is determined to give up his studies and become a writer. He is introduced to Laura Thornby at a concert. Laura is forty-five, single and a notorious meddler. When she hears about Claud's plans, and learns that he is living with his...	sensitive_comms	["corporate_filler", "register_mismatch", "over_polish"]	v04_stream_b_and_sft	train	[]	["Twenty", "Claud Bannister", "Laura Thornby", "Laura"]	[]	tone_shift_product_0007	project_synthetic	true	v02_real_source	95	true	true	true	true	true	false	false	false
rl_v01_000007	rewrite_repair	email	rewrite	casual	Rewrite this email message to sound natural and human. Keep it under 60 words. Return only the message.	Subject: Proposal for Strategic Brand Partnership Collaboration Dear Ms. Evans, I hope this message finds you well. My name is Frank Mitchell, and I am the Marketing Manager at Strategic Tech Partners. I am reaching out to explore the potential for a brand partnership between our two organizations in the dynamic land...	rewrite_faithful_concise	["over_polish", "wrapper_phrase", "verbosity"]	v04_stream_b_and_sft	train	[]	["3", "2", "Proposal", "Strategic Brand Partnership Collaboration\n\nDear"]	[]	rewrite_repair_email_0010	project_synthetic	true	v02_real_source	60	true	true	true	true	true	false	false	false
rl_v01_000008	compression	product	rewrite	terse	Compress this into a single tight product update. Under 25 words. Facts only, no padding. Return only the message.	Rewrite this message to be more direct and friendly for the team channel: 'I am writing to formally notify everyone that our scheduled bug bash session which was supposed to happen on Tuesday has been moved to Wednesday at 10 AM due to a conflict.'	compression_update	["verbosity", "padding", "over_polish"]	v04_stream_b_and_sft	train	[]	["10", "Rewrite", "Tuesday", "Wednesday"]	[]	compression_product_0011	project_synthetic	true	v02_real_source	25	true	true	true	true	true	false	false	false
rl_v01_000009	tone_shift	slack	rewrite	warm_professional	Rewrite this to sound warm and direct — like a real colleague, not a corporate template. Under 40 words. Return only the message.	Rewrite this status update to be more direct and casual for a Slack channel: 'Please be advised that the launch of [Project] has been delayed by one week due to unforeseen circumstances. We appreciate your patience and understanding in this matter.'	sensitive_comms	["corporate_filler", "register_mismatch", "over_polish"]	v04_stream_b_and_sft	train	[]	["Rewrite", "Slack", "Project"]	[]	tone_shift_slack_0012	project_synthetic	true	v02_real_source	40	true	true	true	true	true	false	false	false
rl_v01_000010	rewrite_repair	product	rewrite	casual	Rewrite this product message to sound natural and human. Keep it under 67 words. Return only the message.	The book starts out with Celandine running away from the boarding school she was sent to by her parents to ‘pound all of the nonsense out of her’. It is her third escape attempt, after being sent back twice by her parents. She boards a train and meets a crippled soldier who appears to be no older than her brother Fredd...	rewrite_faithful_concise	["over_polish", "wrapper_phrase", "verbosity"]	v04_stream_b_and_sft	train	[]	["10", "Celandine", "She", "Freddy"]	[]	rewrite_repair_product_0015	project_synthetic	true	v02_real_source	67	true	true	true	true	true	false	false	false
rl_v01_000011	compression	email	rewrite	terse	Compress this into a single tight email update. Under 40 words. Facts only, no padding. Return only the message.	Subject: Urgent Training Request for Financial Integration and Resource Allocation Dear Mr. Clark, I hope this message finds you well. I am writing to formally request your participation in an upcoming training initiative that aims to enhance our team's proficiency in financial updates and budget considerations in th...	compression_update	["verbosity", "padding", "over_polish"]	v04_stream_b_and_sft	train	[]	["Urgent Training Request", "Financial Integration", "Resource Allocation\n\nDear", "Clark"]	[]	compression_email_0016	project_synthetic	true	v02_real_source	40	true	true	true	true	true	false	false	false
rl_v01_000012	tone_shift	creative_general	rewrite	warm_professional	Rewrite this to sound warm and direct — like a real colleague, not a corporate template. Under 40 words. Return only the message.	He sat there lazily staring at his screen. Ten years he'd been working for the NSA and eight of those years have been spent at this desk. Long days meant that he sacrificed a family or social life to make it through to pay day, but he did get some satisfaction from his job. He'd been assigned to keep track of thi...	sensitive_comms	["corporate_filler", "register_mismatch", "over_polish"]	v04_stream_b_and_sft	train	[]	["Ten", "NSA", "Long", "PETA"]	[]	tone_shift_creative_general_0017	project_synthetic	true	v02_real_source	40	true	true	true	true	true	false	false	false
rl_v01_000013	rewrite_repair	email	rewrite	casual	Rewrite this email message to sound natural and human. Keep it under 30 words. Return only the message.	Bob, Any time tomorrow between 10 am and 1 pm would be good for looking at the plans. As far as the TV's, what do you need me to do? Do we need plasma screens or would regular monitors be just as good at a fraction of the cost. Phillip	rewrite_faithful_concise	["over_polish", "wrapper_phrase", "verbosity"]	v04_stream_b_and_sft	train	[]	["10", "1", "Bob", "Any"]	[]	rewrite_repair_email_0020	project_synthetic	true	v02_real_source	30	true	true	true	true	true	false	false	false
rl_v01_000014	compression	email	rewrite	terse	Compress this into a single tight email update. Under 37 words. Facts only, no padding. Return only the message.	Subject: Urgent: Strategic Initiatives for Digital Transformation Dear Mr. Gomez, I hope this message finds you well. As we embark on our journey towards digital transformation at Premier Solutions, I would like to bring to your attention several crucial elements that will undoubtedly enhance our competitive position...	compression_update	["verbosity", "padding", "over_polish"]	v04_stream_b_and_sft	train	[]	["Urgent", "Strategic Initiatives", "Digital Transformation\n\nDear", "Gomez"]	[]	compression_email_0021	project_synthetic	true	v02_real_source	37	true	true	true	true	true	false	false	false
rl_v01_000015	tone_shift	email	rewrite	warm_professional	Rewrite this to sound warm and direct — like a real colleague, not a corporate template. Under 83 words. Return only the message.	Subject: Project Update: Technical Requirements, Timeline, and Cost Analysis Dear Mr. Adams, I hope this message finds you well. I am writing to provide you with an update on our current project as we are moving forward with our initiatives in the logistics sector. Firstly, I would like to outline the techni...	sensitive_comms	["corporate_filler", "register_mismatch", "over_polish"]	v04_stream_b_and_sft	train	[]	["Project Update", "Technical Requirements", "Timeline", "Cost Analysis"]	[]	tone_shift_email_0022	project_synthetic	true	v02_real_source	83	true	true	true	true	true	false	false	false
rl_v01_000019	rewrite_repair	slack	rewrite	casual	Rewrite this slack message to sound natural and human. Keep it under 30 words. Return only the message.	Rewrite this message to be more concise and approachable for a Slack DM to a designer: 'I am writing to inquire if you have had the opportunity to review the updated wireframes for the new dashboard feature that I shared with you earlier this morning, as we are hoping to finalize them by end of day.'	rewrite_faithful_concise	["over_polish", "wrapper_phrase", "verbosity"]	v04_stream_b_and_sft	train	[]	["Rewrite", "Slack"]	[]	rewrite_repair_slack_0030	project_synthetic	true	v02_real_source	30	true	true	true	true	true	false	false	false
rl_v01_000021	tone_shift	email	rewrite	warm_professional	Rewrite this to sound warm and direct — like a real colleague, not a corporate template. Under 40 words. Return only the message.	Stephane, Can you create an e-mail list to distribute your reports everyday to the west desk? Or put them on a common drive? We can do the same with our reports. List should include: Phillip Allen Mike Grigsby Keith Holst Frank Ermis Steve South Janie Tholt Tory Kuykendall Matt Lenhart Randy Gay Thanks. ...	sensitive_comms	["corporate_filler", "register_mismatch", "over_polish"]	v04_stream_b_and_sft	train	[]	["Stephane", "List", "Phillip Allen\n Mike Grigsby\n Keith Holst\n Frank Ermis\n Steve South\n Janie Tholt\n Tory Kuykendall\n Matt Lenhart\n Randy Gay\n\nThanks", "Phillip"]	[]	tone_shift_email_0032	project_synthetic	true	v02_real_source	40	true	true	true	true	true	false	false	false
rl_v01_000022	rewrite_repair	email	rewrite	casual	Rewrite this email message to sound natural and human. Keep it under 30 words. Return only the message.	Draft a brief status update email to [Colleague] regarding the [Project] timeline shift. Mention that the launch date is pushed back by [Number] days due to [Reason] and suggest a quick sync on [Date] to realign on the new milestones.	rewrite_faithful_concise	["over_polish", "wrapper_phrase", "verbosity"]	v04_stream_b_and_sft	train	[]	["Draft", "Colleague", "Project", "Mention"]	[]	rewrite_repair_email_0035	project_synthetic	true	v02_real_source	30	true	true	true	true	true	false	false	false
rl_v01_000023	compression	email	rewrite	terse	Compress this into a single tight email update. Under 41 words. Facts only, no padding. Return only the message.	Subject: Invitation to Discuss Engagement Strategies at Upcoming Conference Dear Barbara, I hope this message finds you well. I am reaching out to invite you to an upcoming conference focused on enhancing our engagement strategies within the e-commerce sector. Your insights as a Senior Analyst would be invaluable to ...	compression_update	["verbosity", "padding", "over_polish"]	v04_stream_b_and_sft	train	[]	["Invitation", "Discuss Engagement Strategies", "Upcoming Conference\n\nDear Barbara", "Senior Analyst"]	[]	compression_email_0036	project_synthetic	true	v02_real_source	41	true	true	true	true	true	false	false	false
rl_v01_000024	tone_shift	email	rewrite	warm_professional	Rewrite this to sound warm and direct — like a real colleague, not a corporate template. Under 40 words. Return only the message.	Rewrite this email to a colleague to be more casual and direct: 'Dear [Colleague], I am writing to inform you that the meeting originally scheduled for [Date] must be rescheduled due to a conflict. I apologize for any inconvenience this may cause and I would appreciate it if you could provide your availability for the ...	sensitive_comms	["corporate_filler", "register_mismatch", "over_polish"]	v04_stream_b_and_sft	train	[]	["Rewrite", "Colleague", "Date"]	[]	tone_shift_email_0037	project_synthetic	true	v02_real_source	40	true	true	true	true	true	false	false	false
rl_v01_000025	rewrite_repair	email	rewrite	casual	Rewrite this email message to sound natural and human. Keep it under 30 words. Return only the message.	Naomi, The two analysts that I have had contact with are Matt Lenhart and Vishal Apte. Matt will be represented by Jeff Shankman. Vishal joined our group in October. He was in the Power Trading Group for the first 9 months. I spoke to Jim Fallon and we agreed that he should be in the excellent category. I just don'...	rewrite_faithful_concise	["over_polish", "wrapper_phrase", "verbosity"]	v04_stream_b_and_sft	train	[]	["9", "Naomi", "Matt Lenhart", "Vishal \nApte"]	[]	rewrite_repair_email_0040	project_synthetic	true	v02_real_source	30	true	true	true	true	true	false	false	false

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humanize-rl-tasks

Single-turn RL task dataset for the humanize-rl project.

Each row is one writing task. A model receives the prompt (instruction + source text), produces a completion, and the environment scores it with the 50/50 reward formula:

reward = 0.50 × ridge_rubric_mean + 0.50 × deterministic_mean + penalties

Dataset composition

source	tasks	families	input length
v01_template	100	10 (template-generated)	~20 words
v02_real_source	512	3 (real email/creative/general)	~103 words avg, up to 221
total	612	13

Splits

split	rows
train	489
validation	62
test	61

Schema

field	type	description
`id`	string	Unique task ID (`rl_v01_XXXXXX`)
`family`	string	Task family (rewrite_repair, compression, tone_shift, …)
`domain`	string	Domain (email, slack, technical, …)
`mode`	string	Task mode (rewrite, direct_generation)
`register`	string	Target register (casual, terse, warm_professional, …)
`instruction`	string	Full user-facing instruction
`input_text`	string	Source text to rewrite (empty for direct_generation)
`constraints`	dict	Hard constraints (max_words, preserve_numbers, …)
`reward_profile`	string	Which reward profile to use
`required_facts`	list[str]	Facts that must appear in a correct response
`forbidden_facts`	list[str]	Facts that must NOT appear
`forbidden_phrases`	list[str]	Phrases that must NOT appear
`trap_tags`	list[str]	Expected failure modes for this task
`split`	string	train / validation / test
`source`	string	Dataset version/source

Reward formula

See reward README.

Prime Intellect environment

prime env install jayshah5696/humanize-rl-env
prime eval run jayshah5696/humanize-rl-env --model openrouter/free \
  --api-base-url https://openrouter.ai/api/v1 \
  --api-key-var OPENROUTER_API_KEY \
  --num-examples 20 --rollouts-per-example 4 --max-tokens 1024

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