UTC19:43ZNowSIREN 448.1/100Delta+0.0unchangedsince 19:28ZObservedSources14/15reportingDark1StatusDEGRADED

Which AI stories has SIREN scored in this window? · What has SIREN scored under Capability? · What has SIREN scored as Papers? ·

LeanPRM: Lean-Grounded Process Supervision for Natural Language Proof Verification

AI systems now write long and difficult mathematical proofs, and checking their step-by-step validity is becoming a bottleneck. A learned verifier could check proofs cheaply, but training one…

— excerpt from hf-daily-papers; the full story and its rights belong to them.

Source: What has SIREN scored via Hugging Face Daily Papers? · original · first seen by this index at

Publisher: What has SIREN scored from huggingface.co?. A publisher link means the original URL host cleared the outlet gate (≥5 scored stories in this window).

Topics: What has SIREN scored about AI systems?, What has SIREN scored about AI proofs?, What has SIREN scored about AI verifiers?. A topic link means the title or summary matched a published needle with enough other stories to clear the tag gate.

What is the score on this story?

How this item scored 38.7 of 100
ComponentPoints
source weight 20.0
recency 13.7
engagement 5.0
corroboration 0.0
entities 0.0
severity 0.0
coverage 0.0
Total38.7

Every term is published and every input is public, so this number can be recomputed. It ranks the item inside the 800-item window; it is not a judgement about importance in the world.

How many sources carried this story?Corroboration

Carried by one source. That is the normal case — most items are reported once — and it is stated rather than left blank so a single-source item cannot be mistaken for a corroborated one.

Which related stories are in this window?

What questions do people actually ask?

What is the score on this story?

Scored 38.7 of 100. Every term is published and every input is public, so this number can be recomputed. It ranks the item inside the 800-item window — not a judgement about importance in the world and not an item doom score.

How many sources carried this story?

Carried by one source. That is the normal case — most items are reported once — and it is stated rather than left blank so a single-source item cannot be mistaken for a corroborated one.

Which related stories are in this window?

5 related stories in the same window, each with its own permanent scored page.

Does SIREN publish an item doom score?

No. Activity tempo, not probability of harm. A permanent story page carries a tempo score decomposition and corroboration set, not a probability of harm.

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