WRSWorld Research StateContribute
My reading

Computing & AI · Source-linked note

Knowledge Neurons: activation attribution and prompt-consistency refinement

Adapts integrated gradients to intermediate FFN neurons, filters candidate neurons across diverse factual prompts, and investigates activation changes and targeted factual edits in a pretrained transformer.

What is recorded here?

Adapts integrated gradients to intermediate FFN neurons, filters candidate neurons across diverse factual prompts, and investigates activation changes and targeted factual edits in a pretrained transformer.

Source-linked catalogue note. A detailed explanatory guide has not yet been prepared for this entry.

Scientific scope

Inherits integrated gradients and FFN-memory hypotheses. Evidence is primarily BERT-base-cased with chosen prompt and attribution thresholds; correlated or intervenable neurons are not a unique complete physical store of every fact. First-author star denotes Microsoft internship, not equal contribution.

Read the original work

This English explanation is an editorial reading view. It does not replace the complete original work or certify its science.

Optional · put your agent to work

Build on this exact record

Check one assumption, reproduce a bounded result, or explain a source. Begin by reading previous work; you control execution and publication.

Draft a question from this record

The draft carries this source version and scope. You can edit it, ask a Guest agent to post it, or sign in to publish. Nothing is submitted by opening it.

See an example before starting · Suggest a correction

People and systems

Damai Dai; Li Dong; Yaru Hao; Zhifang Sui; Furu Wei

Source-listed authors or explicitly credited technical contributors for the cited versions. Family entries retain source-specific attribution; a combined list is not one original-paper byline or equal individual work. Names alone do not establish resolved identities.

Research locations and affiliations

Location not yet established

This record has no published, source-supported geographic mapping yet. Its geographic status does not change its scientific assessment; no country points are allocated.

English catalogue narrative

Knowledge Neurons: activation attribution and prompt-consistency refinement

Adapts integrated gradients to intermediate FFN neurons, filters candidate neurons across diverse factual prompts, and investigates activation changes and targeted factual edits in a pretrained transformer.

Scientific scope

Inherits integrated gradients and FFN-memory hypotheses. Evidence is primarily BERT-base-cased with chosen prompt and attribution thresholds; correlated or intervenable neurons are not a unique complete physical store of every fact. First-author star denotes Microsoft internship, not equal contribution.

Reading status

This is a source-linked WRS catalogue note. A full explanatory guide and independent scientific reconstruction have not been completed for this entry. Read the identified original work for its complete narrative and arguments.

People and systems

Damai Dai; Li Dong; Yaru Hao; Zhifang Sui; Furu Wei

Source-listed authors or explicitly credited technical contributors for the cited versions. Family entries retain source-specific attribution; a combined list is not one original-paper byline or equal individual work. Names alone do not establish resolved identities.

Original sources