Long-context models reading full 10-Ks still need:

Question

Accepted Answer

Chunking strategies, citation, and checks for middle-context neglect on critical sections. — Long context helps; still chunk/cite and watch middle-context neglect on key sections.

Answer

No retrieval ever.

Answer

Deletion of note sections always.

Answer

Guaranteed perfect recall of every footnote always.

Long-context models reading full 10-Ks still need:

Short Explanation and Infographic

Full Explanation