A survey on LLMs for spreadsheet intelligence

Alpha This system is experimental. Scores and classifications are early-stage research and may be unreliable. Methodology →

Model: @cf/meta/llama-4-scout-17b-16e-instruct lite ND @cf/meta/llama-4-scout-17b-16e-instruct lite 0.00 @cf/meta/llama-3.3-70b-instruct-fp8-fast lite ND @cf/meta/llama-3.3-70b-instruct-fp8-fast lite 0.00 Compare

ND	A survey on LLMs for spreadsheet intelligence (orbilu.uni.lu)
	20 points by teleforce 9 days ago \| 0 comments on HN ~lite vlite-2.0

Summary ~lite

A survey on Large Language Models for Spreadsheet Intelligence, discussing applications, methodologies, and challenges.

Lite evaluation by llama-4-scout-wai-psq · editorial channel only · no per-section breakdown available

Longitudinal 95 HN snapshots · 24 evals

Audit Trail 44 entries

2026-03-20 03:26	eval_success	PSQ evaluated: g-PSQ=0.280 (3 dims)	- -
2026-03-20 03:26	eval	Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-20 03:14	eval_success	Lite evaluated: Neutral (0.00)	- -
2026-03-20 03:14	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Technical survey on LLMs for spreadsheet intelligence, no explicit human rights discussion
2026-03-20 03:14	rater_validation_warn	Lite validation warnings for model llama-4-scout-wai: 1W 0R	- -
2026-03-20 02:46	eval_success	PSQ evaluated: g-PSQ=0.280 (3 dims)	- -
2026-03-20 02:46	eval	Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) -0.16
2026-03-20 02:32	eval_success	Lite evaluated: Neutral (0.00)	- -
2026-03-20 02:32	rater_validation_warn	Lite validation warnings for model llama-4-scout-wai: 1W 0R	- -
2026-03-20 02:32	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Technical survey on LLMs for spreadsheet intelligence, no explicit human rights discussion
2026-03-20 02:05	eval_success	PSQ evaluated: g-PSQ=0.440 (3 dims)	- -
2026-03-20 02:05	eval	Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) +0.16
2026-03-20 01:57	eval_success	Lite evaluated: Neutral (0.00)	- -
2026-03-20 01:57	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Technical survey on LLMs for spreadsheet intelligence, no explicit human rights discussion
2026-03-20 01:57	rater_validation_warn	Lite validation warnings for model llama-4-scout-wai: 1W 0R	- -
2026-03-20 01:39	eval_success	PSQ evaluated: g-PSQ=0.280 (3 dims)	- -
2026-03-20 01:39	eval	Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-20 01:36	eval_success	Lite evaluated: Neutral (0.00)	- -
2026-03-20 01:36	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Technical survey on LLMs for spreadsheet intelligence, no explicit human rights discussion
2026-03-20 01:36	rater_validation_warn	Lite validation warnings for model llama-4-scout-wai: 1W 0R	- -
2026-03-20 00:55	eval_success	PSQ evaluated: g-PSQ=0.280 (3 dims)	- -
2026-03-20 00:55	eval	Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-20 00:52	eval_success	Lite evaluated: Neutral (0.00)	- -
2026-03-20 00:52	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Technical survey on LLMs for spreadsheet intelligence, no explicit human rights discussion
2026-03-20 00:52	rater_validation_warn	Lite validation warnings for model llama-4-scout-wai: 1W 0R	- -
2026-03-20 00:30	eval_success	PSQ evaluated: g-PSQ=0.409 (3 dims)	- -
2026-03-20 00:30	eval	Evaluated by llama-3.3-70b-wai-psq: +0.41 (Moderate positive)
2026-03-20 00:26	eval_success	Lite evaluated: Neutral (-0.08)	- -
2026-03-20 00:26	eval	Evaluated by llama-3.3-70b-wai: -0.08 (Neutral)
	reasoning Technical survey on LLMs
2026-03-20 00:26	rater_validation_warn	Lite validation warnings for model llama-3.3-70b-wai: 1W 0R	- -
2026-03-19 23:40	eval_success	PSQ evaluated: g-PSQ=0.280 (3 dims)	- -
2026-03-19 23:40	eval	Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-19 23:35	eval_success	Lite evaluated: Neutral (0.00)	- -
2026-03-19 23:35	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Technical survey on LLMs for spreadsheet intelligence, no explicit human rights discussion
2026-03-19 23:01	eval	Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-19 22:57	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Technical survey on LLMs for spreadsheet intelligence, no explicit human rights discussion
2026-03-19 22:07	eval	Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) -0.16
2026-03-19 21:56	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Technical survey on LLMs for spreadsheet intelligence, no explicit human rights discussion
2026-03-19 20:48	eval	Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) +0.16
2026-03-19 20:47	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Technical survey on LLMs for spreadsheet intelligence, no explicit human rights discussion
2026-03-19 19:29	eval	Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-19 19:27	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Technical survey on LLMs for spreadsheet intelligence, no explicit human rights discussion
2026-03-19 18:14	eval	Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive)
2026-03-19 18:13	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral)
	reasoning Technical survey on LLMs for spreadsheet intelligence, no explicit human rights discussion

build ee2b489+gzrb · deployed 2026-03-10 22:52 UTC · evaluated 2026-03-16 02:03:38 UTC