OpenAssistant Conversations - Democratizing Large Language Models
Many promising to replicate ChatGPT’s success without ever spending big money.
Only problem, it’s a lie.
Real key to ChatGPT’s success was being able to do office work and homework for you, not just chatting entertainment.
Deeper skills, not just surface personality.
Big money needed, no way around it.
Bitter lesson.
OpenAssistant Conversations Paper
The Bitter Lesson
Many promising to replicate ChatGPT’s success without ever spending big money.
Only problem, it’s a lie.
Real key to ChatGPT’s success was being able to do office work and homework for you, not just chatting entertainment.
Deeper skills, not just surface personality.
Big money needed, no way around it.
Bitter lesson.
OpenAssistant Conversations Paper
The Bitter Lesson
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Chat GPT
“Chat GPT is indeed a pretty reasonable education tool... Hmmm... apparently this is a lie”
surprisal vs lying chart be like:
(Except in some surprising cases)
(Except in some surprising cases)
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“List of keywords GPT said it would respond in particular or specific ways to.
Explanation:
Explain, clarify, define, interpret, elucidate, expound, unravel, decipher, translate, detail, reveal, present, disclose, convey, communicate, illustrate, show, highlight, emphasize, illuminate, specify, shed light, pinpoint, state, assert, mention, note
Synthesis:
Summarize, condense, compress, abstract, digest, collate, merge, integrate, consolidate, boil down, distill, shorten, shrink, extract, abridge, truncate, pare down, contract, winnow, whittle, tease out, narrow down, focus, refine, taper, concentrate
Comparison:
Compare, contrast, distinguish, differentiate, relate, reconcile, juxtapose, correlate, align, draw parallels, show similarity, show difference, associate, match, equate, point out, group together, emphasize, analogize, find similarities, find differences, reveal relation, draw distinction, parallel, counterpoint, offset, set against, weigh against
Analysis:
Analyze, dissect, scrutinize, inspect, deconstruct, parse, catalog, itemize, classify, categorize, sort, arrange, order, organize, separate, divide, filter, sift, segment, structure, tabulate, coordinate, subdivide, systematize, assemble, partition, collate
Evaluation:
Evaluate, assess, critique, review, judge, grade, rate, appraise, rank, score, estimate, gauge, value, measure, size up, check, scrutinize, inspect, monitor, reevaluate, reassess, reappraise, reexamine, reconsider, reestimate, recalibrate, reanalyze, reaudit
Illustration:
Demonstrate, depict, describe, portray, represent, visualize, map, chart, model, sketch, diagram, draft, render, image, scene, symbolize, animate, reenact, simulate, project, picturize, embody, materialize, actualize, exemplify, instantiate, objectify
Elaboration:
Elaborate, expand, enhance, develop, refine, enrich, augment, supplement, strengthen, extend, broaden, deepen, widen, modify, multiply, add depth, fortify, reinforce, consolidate, concretize, stabilize, cement, anchor, bolster, underpin, buttress
Exploration:
Investigate, examine, probe, delve, study, uncover, discover, research, excavate, expose, detect, identify, observe, find, search, survey, unravel, sift, scrutinize, excerpt, delineate, extricate, dissect, disentangle, lay bare, fragment, clarify
Simplification:
Simplify, break down, decode, distill, reduce, demystify, disentangle, resolve, untangle, clarify, interpret, analyze, express, make plain, understand, translate, make accessible, decode, reconstruct, make clear, layman's terms, plain language, make easy, uncomplicate, lay out, straightforward, rationalize, streamline”
(Unclear exactly how true this is.)
Explanation:
Explain, clarify, define, interpret, elucidate, expound, unravel, decipher, translate, detail, reveal, present, disclose, convey, communicate, illustrate, show, highlight, emphasize, illuminate, specify, shed light, pinpoint, state, assert, mention, note
Synthesis:
Summarize, condense, compress, abstract, digest, collate, merge, integrate, consolidate, boil down, distill, shorten, shrink, extract, abridge, truncate, pare down, contract, winnow, whittle, tease out, narrow down, focus, refine, taper, concentrate
Comparison:
Compare, contrast, distinguish, differentiate, relate, reconcile, juxtapose, correlate, align, draw parallels, show similarity, show difference, associate, match, equate, point out, group together, emphasize, analogize, find similarities, find differences, reveal relation, draw distinction, parallel, counterpoint, offset, set against, weigh against
Analysis:
Analyze, dissect, scrutinize, inspect, deconstruct, parse, catalog, itemize, classify, categorize, sort, arrange, order, organize, separate, divide, filter, sift, segment, structure, tabulate, coordinate, subdivide, systematize, assemble, partition, collate
Evaluation:
Evaluate, assess, critique, review, judge, grade, rate, appraise, rank, score, estimate, gauge, value, measure, size up, check, scrutinize, inspect, monitor, reevaluate, reassess, reappraise, reexamine, reconsider, reestimate, recalibrate, reanalyze, reaudit
Illustration:
Demonstrate, depict, describe, portray, represent, visualize, map, chart, model, sketch, diagram, draft, render, image, scene, symbolize, animate, reenact, simulate, project, picturize, embody, materialize, actualize, exemplify, instantiate, objectify
Elaboration:
Elaborate, expand, enhance, develop, refine, enrich, augment, supplement, strengthen, extend, broaden, deepen, widen, modify, multiply, add depth, fortify, reinforce, consolidate, concretize, stabilize, cement, anchor, bolster, underpin, buttress
Exploration:
Investigate, examine, probe, delve, study, uncover, discover, research, excavate, expose, detect, identify, observe, find, search, survey, unravel, sift, scrutinize, excerpt, delineate, extricate, dissect, disentangle, lay bare, fragment, clarify
Simplification:
Simplify, break down, decode, distill, reduce, demystify, disentangle, resolve, untangle, clarify, interpret, analyze, express, make plain, understand, translate, make accessible, decode, reconstruct, make clear, layman's terms, plain language, make easy, uncomplicate, lay out, straightforward, rationalize, streamline”
(Unclear exactly how true this is.)
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