commit 7a6f1da688e93157efc300d8f9c1d8d1963193aa Author: ModelHub XC Date: Mon Aug 3 21:15:18 2026 +0800 初始化项目，由ModelHub XC社区提供模型 Model: VigneshwarKandhaiya/legal-slm-125m-base Source: Original Platform diff --git a/.gitattributes b/.gitattributes new file mode 100644 index 0000000..a6344aa --- /dev/null +++ b/.gitattributes @@ -0,0 +1,35 @@ +*.7z filter=lfs diff=lfs merge=lfs -text +*.arrow filter=lfs diff=lfs merge=lfs -text +*.bin filter=lfs diff=lfs merge=lfs -text +*.bz2 filter=lfs diff=lfs merge=lfs -text +*.ckpt filter=lfs diff=lfs merge=lfs -text +*.ftz filter=lfs diff=lfs merge=lfs -text +*.gz filter=lfs diff=lfs merge=lfs -text +*.h5 filter=lfs diff=lfs merge=lfs -text +*.joblib filter=lfs diff=lfs merge=lfs -text +*.lfs.* filter=lfs diff=lfs merge=lfs -text +*.mlmodel filter=lfs diff=lfs merge=lfs -text +*.model filter=lfs diff=lfs merge=lfs -text +*.msgpack filter=lfs diff=lfs merge=lfs -text +*.npy filter=lfs diff=lfs merge=lfs -text +*.npz filter=lfs diff=lfs merge=lfs -text +*.onnx filter=lfs diff=lfs merge=lfs -text +*.ot filter=lfs diff=lfs merge=lfs -text +*.parquet filter=lfs diff=lfs merge=lfs -text +*.pb filter=lfs diff=lfs merge=lfs -text +*.pickle filter=lfs diff=lfs merge=lfs -text +*.pkl filter=lfs diff=lfs merge=lfs -text +*.pt filter=lfs diff=lfs merge=lfs -text +*.pth filter=lfs diff=lfs merge=lfs -text +*.rar filter=lfs diff=lfs merge=lfs -text +*.safetensors filter=lfs diff=lfs merge=lfs -text +saved_model/**/* filter=lfs diff=lfs merge=lfs -text +*.tar.* filter=lfs diff=lfs merge=lfs -text +*.tar filter=lfs diff=lfs merge=lfs -text +*.tflite filter=lfs diff=lfs merge=lfs -text +*.tgz filter=lfs diff=lfs merge=lfs -text +*.wasm filter=lfs diff=lfs merge=lfs -text +*.xz filter=lfs diff=lfs merge=lfs -text +*.zip filter=lfs diff=lfs merge=lfs -text +*.zst filter=lfs diff=lfs merge=lfs -text +*tfevents* filter=lfs diff=lfs merge=lfs -text diff --git a/README.md b/README.md new file mode 100644 index 0000000..d593819 --- /dev/null +++ b/README.md @@ -0,0 +1,58 @@ +--- +license: apache-2.0 +language: +- en +library_name: transformers +pipeline_tag: text-generation +tags: +- legal +- finance +- llama +- pretraining +- small-language-model +datasets: +- HFforLegal/case-law +- PleIAs/SEC +- HuggingFaceFW/fineweb-edu +--- + +# legal-slm-125m-base + +A 125M-parameter Llama-architecture small language model pretrained **from +scratch** on a legal/financial corpus. Base (not instruction-tuned) model. + +## Results +- **Validation perplexity: 10.67** (val_loss 2.3674), 1 epoch over 1.97B tokens. + +## Model +- 125,847,552 params — 12 layers / 768 hidden / 12 heads, context 1024, + vocab 16,384 (custom byte-level BPE), tied embeddings, SwiGLU, RoPE. + +## Training data (~76% legal) +- `HFforLegal/case-law` (US court opinions) — ~36% +- `PleIAs/SEC` (SEC filings) — ~40% +- `HuggingFaceFW/fineweb-edu` (educational web) — ~24% + +Pipeline: deterministic cleaning (OCR gate, boilerplate/repetition/language +filters) → MinHash near-dup + exact-dup removal → 13-gram decontamination +against CaseHOLD/LexGLUE (so eval is uncontaminated) → 16K byte-level BPE → +packed 1024-token windows. + +## Training +- 1 epoch, 3,753 steps, global batch 524,288 tokens, 2x H100 (DDP, bf16, + torch.compile). AdamW (0.9/0.95, wd 0.1 on 2D params), grad-clip 1.0. +- LR: warmup to 6e-4 over 200M tokens, cosine to 6e-5 annealed over 1 epoch. + +## Usage +```python +from transformers import AutoModelForCausalLM, AutoTokenizer + +tok = AutoTokenizer.from_pretrained("VigneshwarKandhaiya/legal-slm-125m-base") +model = AutoModelForCausalLM.from_pretrained("VigneshwarKandhaiya/legal-slm-125m-base") +ids = tok("The plaintiff shall bear the burden of", return_tensors="pt").input_ids +print(tok.decode(model.generate(ids, max_new_tokens=40)[0], skip_special_tokens=True)) +``` + +## Limitations +Base model, English only, 125M params — expect fluent domain-styled text, not +reliable facts or instruction-following. 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13069, + "Ġactuar": 13070, + "Ġstudying": 13071, + "ĠHamp": 13072, + "athered": 13073, + "Ġdevoted": 13074, + "ĠSOP": 13075, + "Ġdiscloses": 13076, + "Ġforests": 13077, + "Ġ267": 13078, + "ĠTrading": 13079, + "ĠHomes": 13080, + "Ġtestifying": 13081, + "Ġnurse": 13082, + "ĠHal": 13083, + "ĠKa": 13084, + "ĠRap": 13085, + "Ġmuseum": 13086, + "Ġbeauty": 13087, + "lon": 13088, + "Ġconversations": 13089, + "uting": 13090, + "Ġpublishing": 13091, + "Ġexcuse": 13092, + "Ġexaminations": 13093, + "Ġgroundwater": 13094, + "ĠLang": 13095, + "ĠMatter": 13096, + "oga": 13097, + "olph": 13098, + "Ġdetention": 13099, + "Ġ305": 13100, + "Ġpicked": 13101, + "Ġstocks": 13102, + "Ġevaluations": 13103, + "lu": 13104, + "ĠProfit": 13105, + "Ġ1945": 13106, + "ritis": 13107, + "hist": 13108, + "Ġnotices": 13109, + "internal": 13110, + "112": 13111, + "Ġhiring": 13112, + "En": 13113, + "Ġtitles": 13114, + "ĠError": 13115, + "Ġinterrogation": 13116, + "Ġ1000": 13117, + "ĠPromissory": 13118, + "idew": 13119, + "ĠStockholder": 13120, + "liament": 13121, + "ĠTermination": 13122, + "Ġdual": 13123, + "ĠSanders": 13124, + "Ġconfidentiality": 13125, + "hetical": 13126, + "erated": 13127, + "ĠTake": 13128, + "Ġdisclaim": 13129, + "Documents": 13130, + "Ġfence": 13131, + "class": 13132, + "rehend": 13133, + "Ġinteractions": 13134, + "Ġrepeat": 13135, + "Ġreins": 13136, + "180": 13137, + "Ġstructured": 13138, + "ĠSr": 13139, + "Ġdose": 13140, + "urable": 13141, + "Ġtanks": 13142, + "Ġampl": 13143, + "Ġmob": 13144, + "Ġ316": 13145, + "Ġhighl": 13146, + "Ġadjustable": 13147, + "Ġdeclaring": 13148, + "Ġattacked": 13149, + "athan": 13150, + "had": 13151, + "ĠLane": 13152, + "ĠBeh": 13153, + "Ġcub": 13154, + "Ġsecretary": 13155, + "Ġintelligent": 13156, + "Ġencountered": 13157, + "ĠAdvanced": 13158, + "Ġtex": 13159, + "ĠStrateg": 13160, + "Mart": 13161, + "Ġwarming": 13162, + "ĠProspect": 13163, + "ĠHom": 13164, + "Ġfreely": 13165, + "Ġtalked": 13166, + "ĠPers": 13167, + ")-": 13168, + "limited": 13169, + "ĠDisciplinary": 13170, + "Ġenumerated": 13171, + "ĠDil": 13172, + "Ġnuisance": 13173, + "Ġmaps": 13174, + "ĠDeclar": 13175, + "hma": 13176, + "ĠCC": 13177, + "ĠJoe": 13178, + "gins": 13179, + "Ġpremed": 13180, + "ĠAllow": 13181, + "Ġ289": 13182, + "Ġbullet": 13183, + "aund": 13184, + "Ġinsects": 13185, + "Ġtiny": 13186, + "ĠSometimes": 13187, + "oup": 13188, + "ĠElectronic": 13189, + "ruptions": 13190, + "ĠAccrued": 13191, + "Ġnewspapers": 13192, + "Ġtaxed": 13193, + "Ġmoon": 13194, + "ĠTAX": 13195, + "etry": 13196, + "ertainment": 13197, + "Ġextensions": 13198, + "ĠFlo": 13199, + "Ġabol": 13200, + "ĠMaintenance": 13201, + "ĠOnt": 13202, + "ĠUniversal": 13203, + "ĠDisease": 13204, + "ĠPop": 13205, + "Ġpanels": 13206, + "bin": 13207, + "Ġchlor": 13208, + "ĠArn": 13209, + "Ġnotification": 13210, + "Ġteen": 13211, + "General": 13212, + "hour": 13213, + "ĠCentre": 13214, + "ĠPas": 13215, + "Ġmeasurements": 13216, + "Ġvoltage": 13217, + "Ġ364": 13218, + "ĠNos": 13219, + "cient": 13220, + "Ġspr": 13221, + "Ġ283": 13222, + "%;": 13223, + "Filed": 13224, + "Ġinjection": 13225, + "ĠNut": 13226, + "Ġcalcium": 13227, + "ommission": 13228, + "Ġdeductible": 13229, + "Ġinvasion": 13230, + "ilipp": 13231, + "ĠPatent": 13232, + "Ġdisplayed": 13233, + "ĠSamuel": 13234, + "fted": 13235, + "Ġchrom": 13236, + "Ġ282": 13237, + "ĠAnchorage": 13238, + "Ġrata": 13239, + "NG": 13240, + "PSC": 13241, + "Ġstatistical": 13242, + "voc": 13243, + "ĠBuck": 13244, + "Ġmac": 13245, + "Ġaggregated": 13246, + "ĠBrun": 13247, + "Del": 13248, + "203": 13249, + "Ġcostly": 13250, + "las": 13251, + "Ġinsanity": 13252, + "eneration": 13253, + "ĠAccumulated": 13254, + "EFORE": 13255, + "ĠNASDAQ": 13256, + "Ġtraditionally": 13257, + "iovascular": 13258, + "Ġvertical": 13259, + "Ġcourtroom": 13260, + "Ġnoncomp": 13261, + "Ġwidow": 13262, + "Ġpace": 13263, + "Ġunclear": 13264, + "Ġgif": 13265, + "ĠManhattan": 13266, + "ĠGer": 13267, + "rent": 13268, + "ĠBat": 13269, + "Ġkidney": 13270, + "ĠBrew": 13271, + "opinions": 13272, + "Ġbehaviors": 13273, + "ĠEagle": 13274, + "Ġrelocation": 13275, + "ĠALJ": 13276, + "Ġfeasibility": 13277, + "Ġremind": 13278, + "Ġlessor": 13279, + "first": 13280, + "Ġ330": 13281, + "adder": 13282, + "illary": 13283, + "Ġ313": 13284, + "Ġsecrets": 13285, + "ĠVide": 13286, + "ĠPerm": 13287, + "Ġ292": 13288, + "ĠOpt": 13289, + "ĠCrown": 13290, + "Ġattendance": 13291, + "ĠSMITH": 13292, + "Ġdisturbed": 13293, + "ĠDiego": 13294, + "Ġcompensate": 13295, + "One": 13296, + "Ġnarc": 13297, + "ĠROBER": 13298, + "Ġlisten": 13299, + "Desktop": 13300, + "ĠCancer": 13301, + "Ġwanton": 13302, + "Ġlicensees": 13303, + "ĠLes": 13304, + "Ġ340": 13305, + "Ġdeficiencies": 13306, + "ĠWa": 13307, + "1966": 13308, + "Ġeighteen": 13309, + "ĠCT": 13310, + "ĠCV": 13311, + "ĠPoly": 13312, + "ĠExc": 13313, + "Ġmembr": 13314, + "Ġtemporarily": 13315, + "Ġacids": 13316, + "ĠWEST": 13317, + "Ġ312": 13318, + "Ġspont": 13319, + "Settings": 13320, + "Ġunequ": 13321, + "Ġrepurchased": 13322, + "];": 13323, + "Ġsue": 13324, + "Ġconclusive": 13325, + "Ġninety": 13326, + "fulness": 13327, + "Ġrespectfully": 13328, + "Ġdefeat": 13329, + "isdom": 13330, + "Ġsponsored": 13331, + "Ġinfect": 13332, + "ĠINSURANCE": 13333, + "ĠRespons": 13334, + "Ġreactions": 13335, + "ali": 13336, + "Ġ382": 13337, + ":///": 13338, + "anna": 13339, + "last": 13340, + "Ġrestore": 13341, + "Ġescal": 13342, + "ĠReporting": 13343, + "Ġabnormal": 13344, + "Ġintervene": 13345, + "|/": 13346, + "Ġcanceled": 13347, + "obiles": 13348, + "ĠMun": 13349, + "Ġrect": 13350, + "ĠHelena": 13351, + "citations": 13352, + "yard": 13353, + "Ġjudicata": 13354, + "Ġtissues": 13355, + "ittees": 13356, + "Ġmagnitude": 13357, + "Ġ297": 13358, + "ĠGROUP": 13359, + "ĠRal": 13360, + "ĠPCS": 13361, + "001": 13362, + "ĠGree": 13363, + "ĠAvailable": 13364, + "ĠCF": 13365, + "Ġparcels": 13366, + "Ġhourly": 13367, + "116": 13368, + "Ġnond": 13369, + "Ġconcedes": 13370, + "ĠMSA": 13371, + "inafter": 13372, + "Ġstrain": 13373, + "OUT": 13374, + "lings": 13375, + "ĠIssued": 13376, + "Ġtur": 13377, + "Ġpharmac": 13378, + "Ġcausation": 13379, + "Ġintercourse": 13380, + "Ġ*.\"": 13381, + "Ġexposures": 13382, + "gov": 13383, + "emptions": 13384, + "Ġshoes": 13385, + "Ġ310": 13386, + "Ġbeat": 13387, + "Ġdispositive": 13388, + "Ġarts": 13389, + "sic": 13390, + "Ġenabled": 13391, + "ĠSwed": 13392, + "Ġundertake": 13393, + "Ġvariance": 13394, + "ĠStatute": 13395, + "Ġobsc": 13396, + "ĠAllied": 13397, + "Ġabandonment": 13398, + "Ġrevoked": 13399, + "ĠWas": 13400, + "ivestock": 13401, + "Ġendorse": 13402, + "Ġsuccessive": 13403, + "atrix": 13404, + "ĠBoe": 13405, + "010": 13406, + "Ġfrust": 13407, + "Ġeditor": 13408, + "ĠHop": 13409, + "ĠChrys": 13410, + "Ġ306": 13411, + "Ġprevents": 13412, + "Ġbilled": 13413, + "PU": 13414, + "Ġdisplays": 13415, + "fish": 13416, + "Ġexcludes": 13417, + "ysts": 13418, + "ĠSubmitted": 13419, + "icating": 13420, + "burgh": 13421, + "ĠEmployer": 13422, + "ivided": 13423, + "Ġsurveillance": 13424, + "ILLIAM": 13425, + "Ġuniverse": 13426, + "Ġ405": 13427, + "ETH": 13428, + "KER": 13429, + "Ġ325": 13430, + "2011": 13431, + "Ġtheme": 13432, + "Ġ298": 13433, + "Ġtracks": 13434, + "gent": 13435, + "THE": 13436, + "uten": 13437, + "ĠGENERAL": 13438, + "ĠPatt": 13439, + "Ġaccidents": 13440, + "ĠOwner": 13441, + "Ġcultures": 13442, + "Ġcomprising": 13443, + "Ġprotections": 13444, + "Ġprong": 13445, + "Ġenterprises": 13446, + ").)": 13447, + "ĠAer": 13448, + "Ġlengthy": 13449, + "ĠMember": 13450, + "ĠJury": 13451, + "Ġspeculative": 13452, + "apsed": 13453, + "Ġ308": 13454, + "Ġintoxication": 13455, + "ĠBarbara": 13456, + "ERSON": 13457, + "Ġseal": 13458, + "Ġinsol": 13459, + "Ġaccomplice": 13460, + "nton": 13461, + "omatic": 13462, + "appellant": 13463, + "Ġrice": 13464, + "ĠPerhaps": 13465, + "Ġrecycling": 13466, + "Ġgenerations": 13467, + "Ġgraduate": 13468, + "ĠPredecessor": 13469, + "Ġcaught": 13470, + "performance": 13471, + "Ġambiguity": 13472, + "Ġcooperative": 13473, + "ĠTelecom": 13474, + "ĠTrad": 13475, + "GC": 13476, + "Ġprecision": 13477, + "Pl": 13478, + "Ġhandled": 13479, + "asi": 13480, + "ĠFees": 13481, + "Ġconsultation": 13482, + "ĠOblig": 13483, + "ousands": 13484, + "Ġscrap": 13485, + "ilation": 13486, + "Care": 13487, + "when": 13488, + "ĠContribut": 13489, + "conc": 13490, + "cut": 13491, + "Ġ________________": 13492, + "ĠBL": 13493, + "ĠName": 13494, + "Ġeveryday": 13495, + "Ġcombine": 13496, + "inancial": 13497, + "Ġdrainage": 13498, + "Is": 13499, + "CU": 13500, + "ĠShaw": 13501, + "301": 13502, + "ĠWallace": 13503, + "Ġnort": 13504, + "upt": 13505, + "Ġemphasize": 13506, + "Ġfuels": 13507, + "ĠBorrowings": 13508, + "ori": 13509, + "Ġknee": 13510, + "hard": 13511, + "esides": 13512, + "Ġpipelines": 13513, + "Ġ375": 13514, + "Ġcul": 13515, + "Ġinjustice": 13516, + "ĠClinical": 13517, + "ĠSUBSIDIARY": 13518, + "ĠFried": 13519, + "Ġpurely": 13520, + "ĠSheet": 13521, + "Ġdeem": 13522, + "Ġfines": 13523, + "ĠNetherlands": 13524, + "ĠPle": 13525, + "onents": 13526, + "benefit": 13527, + "Ġdu": 13528, + "Ġtracking": 13529, + "ĠHealthcare": 13530, + "rogation": 13531, + "Ġparked": 13532, + "240": 13533, + "Ġinduced": 13534, + "Ġcomplying": 13535, + "ĠVeh": 13536, + "ĠSegments": 13537, + "Ġcombat": 13538, + "SM": 13539, + "charge": 13540, + "made": 13541, + "ĠINTERNATIONAL": 13542, + "ĠRice": 13543, + "Ġbuyers": 13544, + "Ġdecreasing": 13545, + "ROW": 13546, + "Ġdesirable": 13547, + "Ġmagistrate": 13548, + "Ġwithdrawn": 13549, + "Ġpromoted": 13550, + "IX": 13551, + "Ġsky": 13552, + "ourteen": 13553, + "OLLARS": 13554, + "Ġacquittal": 13555, + "ĠSuite": 13556, + "ĠHarvard": 13557, + "Ġpublications": 13558, + "Id": 13559, + "ĠMand": 13560, + "Ġ380": 13561, + "Ġhydrogen": 13562, + "Ġrarely": 13563, + "Ġgarage": 13564, + "ĠYellow": 13565, + "ĠGregory": 13566, + "Ġroles": 13567, + "ĠORDERED": 13568, + "Ġinsulin": 13569, + "Ġmoisture": 13570, + "Ġcholesterol": 13571, + "Ġdisabilities": 13572, + "emet": 13573, + "Ġwat": 13574, + "Ġswitching": 13575, + "apore": 13576, + "ĠAMERIC": 13577, + "Ġholes": 13578, + "ĠNation": 13579, + "Ġcompetency": 13580, + "Ġnan": 13581, + "Ġguest": 13582, + "Ġsmooth": 13583, + "payment": 13584, + "Ġattitude": 13585, + "ĠNavy": 13586, + "cr": 13587, + "TORNE": 13588, + "Ġhur": 13589, + "Ġscre": 13590, + "endants": 13591, + "Ġterminating": 13592, + "PO": 13593, + "Ġscenario": 13594, + "Ġvariables": 13595, + "ĠJean": 13596, + "ĠPalmer": 13597, + "Ġresemb": 13598, + "Ġarre": 13599, + "verages": 13600, + "Ġreservation": 13601, + "Ġcontinuation": 13602, + "ref": 13603, + "ĠAircraft": 13604, + "orient": 13605, + "Ġcler": 13606, + "Ġdoors": 13607, + "Ġunexpected": 13608, + "Ġ\"*": 13609, + "power": 13610, + "ronted": 13611, + "Ġ422": 13612, + "ĠBasin": 13613, + "ĠAdvertising": 13614, + "Ġanalyzing": 13615, + "ibi": 13616, + "Ġcompuls": 13617, + "Ġorganiz": 13618, + "etermined": 13619, + "Ġattach": 13620, + "estead": 13621, + "ĠRISK": 13622, + "ĠRow": 13623, + "Ġgovernor": 13624, + "ĠBylaws": 13625, + "Ġbrothers": 13626, + "Ġwounds": 13627, + "Ġconstruing": 13628, + "Ġcotton": 13629, + "hereinafter": 13630, + "earned": 13631, + "ĠRehearing": 13632, + "Ġholiday": 13633, + "Ġorgans": 13634, + "ancers": 13635, + "Ġhappening": 13636, + "ĠVIII": 13637, + "ĠBlo": 13638, + "ima": 13639, + "Ġculp": 13640, + "Ġgard": 13641, + "ensen": 13642, + "ĠFreder": 13643, + "ogue": 13644, + "ĠMcM": 13645, + "ĠFriday": 13646, + "mers": 13647, + "Ġterritories": 13648, + "Ġassured": 13649, + "Ġnotion": 13650, + "supp": 13651, + "ĠChristopher": 13652, + "Ġeliminating": 13653, + "ĠRA": 13654, + "Ġcra": 13655, + "ĠCurt": 13656, + "ĠPhilip": 13657, + "ĠRyan": 13658, + "ĠMurray": 13659, + "ĠMead": 13660, + "IFO": 13661, + "ĠPerc": 13662, + "Ġabsorb": 13663, + "Ġtaste": 13664, + "Ġrecoveries": 13665, + "Ġwine": 13666, + "Ġbreaking": 13667, + "Ġengages": 13668, + "health": 13669, + "ĠEntertainment": 13670, + "gal": 13671, + "Ġcomplications": 13672, + "Ġbottle": 13673, + "ĠTRI": 13674, + "Ġepid": 13675, + "ĠGains": 13676, + "Ġconvict": 13677, + "ĠPitts": 13678, + "ĠHub": 13679, + "Ġrelieve": 13680, + "Ġconcurred": 13681, + "judgment": 13682, + "Ġcitations": 13683, + "ĠWho": 13684, + "ĠMW": 13685, + "Ġmergers": 13686, + "ĠFace": 13687, + "VELOP": 13688, + "Ġ368": 13689, + "ĠAPPELLE": 13690, + "onomy": 13691, + "ĠMerrill": 13692, + "Ġhouseholds": 13693, + "114": 13694, + "ĠCommissioners": 13695, + "Ġunsuccessful": 13696, + "ĠESTATE": 13697, + "prin": 13698, + ".-": 13699, + "ricing": 13700, + "Ġmistaken": 13701, + "iah": 13702, + ".âĢĸ": 13703, + "Ġore": 13704, + "oids": 13705, + "Ġplayer": 13706, + "Ġcontradict": 13707, + "ĠGrowth": 13708, + "Ġproff": 13709, + "ĠIX": 13710, + "Ġ296": 13711, + "TO": 13712, + "ĠSD": 13713, + "isons": 13714, + "eler": 13715, + "Ġregulating": 13716, + "Ġcrow": 13717, + "onna": 13718, + "otechnology": 13719, + "Ġshield": 13720, + "olt": 13721, + "875": 13722, + "Ġought": 13723, + "Ġargu": 13724, + "Ġhorses": 13725, + "Ġperception": 13726, + "Ġathlet": 13727, + "Ġexit": 13728, + "ĠTechnical": 13729, + "alling": 13730, + "Ġchancery": 13731, + "mal": 13732, + "ĠWel": 13733, + "Ġvariation": 13734, + "version": 13735, + "Ġentrance": 13736, + "ISA": 13737, + "Ġsuccessors": 13738, + "ĠSERVICES": 13739, + "Ġbeverages": 13740, + "ponse": 13741, + "ĠFidelity": 13742, + "ĠFourteenth": 13743, + "Ġnetworking": 13744, + "ĠDelta": 13745, + "ĠServicing": 13746, + "Ġtheore": 13747, + "Ġinvestigator": 13748, + "apped": 13749, + "eless": 13750, + "Ġnegotiating": 13751, + "Ġbarrels": 13752, + "ko": 13753, + "ĠOnline": 13754, + "Reissue": 13755, + "ĠPublishing": 13756, + "Ġtea": 13757, + "Ġtroops": 13758, + "USTR": 13759, + "ĠAuditors": 13760, + "Ġworkplace": 13761, + "Ġsolicitation": 13762, + "ĠLP": 13763, + "Ġalle": 13764, + "ĠKal": 13765, + "Ġmolecular": 13766, + "uson": 13767, + "Ġsupervisor": 13768, + "Ġloy": 13769, + "dy": 13770, + "Ġnitrogen": 13771, + "ĠJeffrey": 13772, + "210": 13773, + "Ġdetected": 13774, + "wing": 13775, + "Certain": 13776, + "Ġcoastal": 13777, + "word": 13778, + "iances": 13779, + "ĠPi": 13780, + "Ġneur": 13781, + "Ġnonetheless": 13782, + "ĠAlb": 13783, + "Ġ311": 13784, + "Ġpractition": 13785, + "Ġundiscounted": 13786, + "Ġexaminer": 13787, + "ĠVit": 13788, + "ĠWilm": 13789, + "Ġcorrected": 13790, + "Ġqualification": 13791, + "Ġfasc": 13792, + "erving": 13793, + "ĠMetropolitan": 13794, + "ĠReceivables": 13795, + "Ġjew": 13796, + "Ġvisitors": 13797, + "ĠBennett": 13798, + "ĠTal": 13799, + "ocracy": 13800, + "Ġtortfeas": 13801, + "Ġproximity": 13802, + "Ġvib": 13803, + "Ġcooling": 13804, + "ÃŃ": 13805, + "Ġintra": 13806, + "Ġresignation": 13807, + "Ġgreenhouse": 13808, + "HP": 13809, + "Ġ\"--": 13810, + "inch": 13811, + "Ġradi": 13812, + "date": 13813, + "Ġpose": 13814, + "eper": 13815, + "ĠChancellor": 13816, + "Ġoverl": 13817, + "Ġdisaster": 13818, + "ĠSegment": 13819, + "Ġjack": 13820, + "forcement": 13821, + "ĠStill": 13822, + "direct": 13823, + "friend": 13824, + "ĠFranch": 13825, + "Ġ------------": 13826, + "Ġunfavorable": 13827, + "ĠATTORNE": 13828, + "121": 13829, + "Ġ317": 13830, + "Ġsegreg": 13831, + "âĢĻ,": 13832, + "ĠVen": 13833, + "arett": 13834, + "ĠSAL": 13835, + "ĠPool": 13836, + "etal": 13837, + "ĠLiving": 13838, + "Ġouter": 13839, + "ĠHAR": 13840, + "ĠWebster": 13841, + "Ġ386": 13842, + "ĠSTOCKHOLDERS": 13843, + "ĠScientific": 13844, + "Ġprolong": 13845, + "ĠMean": 13846, + "Ġweld": 13847, + "bean": 13848, + "Ġ384": 13849, + "ĠFixed": 13850, + "imely": 13851, + "nut": 13852, + "page": 13853, + "ĠCEO": 13854, + "esting": 13855, + "hyd": 13856, + "Ġimplant": 13857, + "Ġevolving": 13858, + "OLOG": 13859, + "Ġbiggest": 13860, + "Ġabilities": 13861, + "ĠOUR": 13862, + "downs": 13863, + "Ġinmate": 13864, + "Ġcuriae": 13865, + "ĠSingapore": 13866, + "ĠSterling": 13867, + "ructuring": 13868, + "iger": 13869, + "ĠLead": 13870, + "aco": 13871, + "Ġmailed": 13872, + "ĠJAM": 13873, + "Ġlev": 13874, + "Ġbatteries": 13875, + ",âĢĻ": 13876, + "TRIC": 13877, + "Ġdip": 13878, + "eers": 13879, + "Ġcm": 13880, + "Ġ352": 13881, + "ĠSpect": 13882, + "Ġalive": 13883, + "ĠOntario": 13884, + "ĠConsid": 13885, + "Ġsums": 13886, + "Ġdeliberations": 13887, + "Ġpassengers": 13888, + "ĠDEVELOP": 13889, + "mm": 13890, + "230": 13891, + "offic": 13892, + "pha": 13893, + "Jur": 13894, + "ĠHeritage": 13895, + "lymp": 13896, + "Ġreplacing": 13897, + "tra": 13898, + "Ġthrow": 13899, + "Ġfo": 13900, + "Ġacquires": 13901, + "Ġinternationally": 13902, + "Ġcontracting": 13903, + "Ġworst": 13904, + "ailing": 13905, + "Ġwishes": 13906, + "ĠFinal": 13907, + "Ġflash": 13908, + "Ġattachment": 13909, + "onnell": 13910, + "Ġsurfaces": 13911, + "ĠHoly": 13912, + "ĠIrish": 13913, + "father": 13914, + "Second": 13915, + "artz": 13916, + "Ġwastes": 13917, + "ĠLeases": 13918, + "Ġpledge": 13919, + "Ġchemistry": 13920, + "Ġpush": 13921, + "Ġbalanced": 13922, + "2013": 13923, + "Ġthro": 13924, + "Ġcaps": 13925, + "Ġpeer": 13926, + "Ġfabrication": 13927, + "Ġsurety": 13928, + "Ġlod": 13929, + "ĠISO": 13930, + "Ġpou": 13931, + "ĠAffiliates": 13932, + "rying": 13933, + "Ġcontaminated": 13934, + "Ġ314": 13935, + "ĠSatur": 13936, + "Ġwillful": 13937, + "has": 13938, + "ni": 13939, + "113": 13940, + "Ġsewer": 13941, + "Ġhealing": 13942, + "ĠMinor": 13943, + "terior": 13944, + "Ġinsert": 13945, + "omfort": 13946, + "Ġstringent": 13947, + "ĠREVERS": 13948, + "Ġsworn": 13949, + "ĠTorts": 13950, + "Ġposed": 13951, + "Ġrefuge": 13952, + "Ġlear": 13953, + "ARN": 13954, + "ĠPosition": 13955, + "Ġscript": 13956, + "ĠColumbus": 13957, + "Ġcolour": 13958, + "bors": 13959, + "ĠKar": 13960, + "Ġdiameter": 13961, + "Ġmaturing": 13962, + "118": 13963, + "Ġ443": 13964, + "ĠHampshire": 13965, + "earning": 13966, + "Ġmice": 13967, + "bb": 13968, + "reated": 13969, + "opsy": 13970, + "ĠEllis": 13971, + "ĠCrim": 13972, + "uber": 13973, + "una": 13974, + "ycle": 13975, + "Ġbel": 13976, + "ĠMas": 13977, + "ĠDerivative": 13978, + "Ġcombinations": 13979, + "veland": 13980, + "Ġincon": 13981, + "Ġroughly": 13982, + "ĠMonday": 13983, + "Ġintermediate": 13984, + "Ġservers": 13985, + "Ġ362": 13986, + "TT": 13987, + "Ġpetitioned": 13988, + "Ġtumor": 13989, + "play": 13990, + "ĠPayments": 13991, + "Ġ408": 13992, + "Ġdrives": 13993, + "leton": 13994, + "Ġguaranty": 13995, + "Ġ324": 13996, + "AST": 13997, + "Ġhunting": 13998, + "ĠAlf": 13999, + "Ġuntimely": 14000, + "Ġconsciousness": 14001, + "Ġ373": 14002, + "ĠLaboratory": 14003, + "Ġtag": 14004, + "Ġcontemporary": 14005, + "Ġ440": 14006, + "Ġinherently": 14007, + "Ġinitiate": 14008, + "ĠWR": 14009, + "rule": 14010, + "Ġwithheld": 14011, + "Ġ407": 14012, + "Ġnominal": 14013, + "this": 14014, + "ĠWILLIAM": 14015, + "Ġ366": 14016, + "650": 14017, + "Ġpracticable": 14018, + "Ġentitle": 14019, + "ĠGoodwill": 14020, + "Ġupdate": 14021, + "Ġcompromise": 14022, + "arded": 14023, + "ĠPhilipp": 14024, + "Ġglucose": 14025, + "otte": 14026, + "Ġcuriam": 14027, + "Ġartists": 14028, + "Ġpreservation": 14029, + "enton": 14030, + "ĠBeck": 14031, + "boat": 14032, + "oints": 14033, + "ĠShortly": 14034, + "Ġheretofore": 14035, + "ensively": 14036, + "ĠML": 14037, + "ĠMyers": 14038, + "Ġenroll": 14039, + "Ġquantum": 14040, + "ĠSource": 14041, + ".|": 14042, + "ĠDEL": 14043, + "UDI": 14044, + "ĠCult": 14045, + "333": 14046, + "Ġrecurring": 14047, + "negoti": 14048, + "Ġbags": 14049, + "high": 14050, + "ISHED": 14051, + "ĠStrick": 14052, + "erts": 14053, + "Ġhypothetical": 14054, + "Ġapplicability": 14055, + "abul": 14056, + "Ġbutton": 14057, + "Ġverb": 14058, + "Ġ335": 14059, + "exclusive": 14060, + "ritional": 14061, + "Ġchoosing": 14062, + "ighty": 14063, + "achelor": 14064, + "Ġconfinement": 14065, + "earchers": 14066, + "ocument": 14067, + "Ġsubstitution": 14068, + "Ġpersonality": 14069, + "ontal": 14070, + "Ġcomfortable": 14071, + "Ġcats": 14072, + "Ġ372": 14073, + "hart": 14074, + "Ġlane": 14075, + "Ġplainly": 14076, + "Ġpriced": 14077, + "vested": 14078, + "ĠPlus": 14079, + "ĠMAY": 14080, + "Ġ636": 14081, + "Ġhazards": 14082, + "Ġwarnings": 14083, + "Ġorganisms": 14084, + "Ġbehavioral": 14085, + "Ġspoken": 14086, + "Ġ378": 14087, + "ENTS": 14088, + "CLA": 14089, + "ĠCrow": 14090, + "Ġcharitable": 14091, + "hyth": 14092, + "ĠTai": 14093, + "Ġbriefly": 14094, + "Ġsubscription": 14095, + "Ġcav": 14096, + "Ġperipher": 14097, + ").[": 14098, + "Ġangle": 14099, + "Ġterror": 14100, + "YING": 14101, + "Ġalia": 14102, + "Ġ390": 14103, + "ĠCrit": 14104, + "ela": 14105, + "ĠConvention": 14106, + "Ġinherit": 14107, + "Ġbare": 14108, + "ĠModern": 14109, + "ĠHon": 14110, + "Ġprepayments": 14111, + "Ġseverely": 14112, + "NMA": 14113, + "Ġbroke": 14114, + "mother": 14115, + "Ġsessions": 14116, + "ĠMP": 14117, + "Ġprojections": 14118, + "ĠClimate": 14119, + "Ġportfolios": 14120, + "ichever": 14121, + "Ġ370": 14122, + "Ġoccasionally": 14123, + "Ġ309": 14124, + "forward": 14125, + "acts": 14126, + "Ġsacrif": 14127, + "Ġprotects": 14128, + "Ġ501": 14129, + "ĠIndemnity": 14130, + "Ġdissolved": 14131, + "ĠINDUSTR": 14132, + "Ġmales": 14133, + "amins": 14134, + "ĠIslands": 14135, + "ĠMos": 14136, + "ensitive": 14137, + "quired": 14138, + "ĠWoods": 14139, + "Ġdemonstrating": 14140, + "ograp": 14141, + "Ġoccupational": 14142, + "Ġinvestigated": 14143, + "Ġrejection": 14144, + "Ġreferenced": 14145, + "Ġestimating": 14146, + "020": 14147, + "ĠShareholder": 14148, + "ema": 14149, + "ĠRaymond": 14150, + "ĠHarry": 14151, + "Ġignore": 14152, + "ĠClosing": 14153, + "Ġsuicide": 14154, + "ancings": 14155, + "ĠDV": 14156, + "uities": 14157, + "ĠTech": 14158, + "Ġbalancing": 14159, + "provid": 14160, + "Ġlaboratories": 14161, + "Ġadmits": 14162, + "Ġcontra": 14163, + "Ġmold": 14164, + "soever": 14165, + "Ġlibr": 14166, + "angle": 14167, + "ĠHA": 14168, + "ĠTol": 14169, + "Ġ410": 14170, + "Ġsummons": 14171, + "Ġcooking": 14172, + "Ġphosph": 14173, + "anz": 14174, + "velopment": 14175, + "Ġ355": 14176, + "170": 14177, + "Ġupgrades": 14178, + "ĠCraig": 14179, + "ĠCraw": 14180, + "Ġdys": 14181, + "Ġfrozen": 14182, + "Ġstrengthen": 14183, + "Ġcement": 14184, + "Ġirrigation": 14185, + "ĠIRS": 14186, + "Ġloved": 14187, + "Ġheads": 14188, + "Commission": 14189, + "ĠSYS": 14190, + "ĠPioneer": 14191, + "Tex": 14192, + "Ġpersuaded": 14193, + "Ġtip": 14194, + "Ġattributes": 14195, + "Ġcaptured": 14196, + "119": 14197, + "ĠIdaho": 14198, + "folio": 14199, + "dens": 14200, + "ĠHolland": 14201, + "EALTH": 14202, + "850": 14203, + "Ġautomobiles": 14204, + "ĠSepar": 14205, + "idal": 14206, + "ĠSimon": 14207, + "Ġcru": 14208, + "Ġdefending": 14209, + "Ġmos": 14210, + "aternal": 14211, + "Form": 14212, + "1964": 14213, + "Ġton": 14214, + "hus": 14215, + "ĠSoutheast": 14216, + "ĠComment": 14217, + "Ġconfronted": 14218, + "Ġ319": 14219, + "Ġcommissioners": 14220, + "Ġviruses": 14221, + "Ġpit": 14222, + "real": 14223, + "Ġplane": 14224, + "Ġedition": 14225, + "eor": 14226, + "omon": 14227, + "lavery": 14228, + "Ġapproaching": 14229, + "Ġreass": 14230, + "ses": 14231, + "ĠChev": 14232, + "Ġshed": 14233, + "ortium": 14234, + "Ġdelivering": 14235, + "onds": 14236, + "ulpatory": 14237, + "Ġscar": 14238, + "Ġ328": 14239, + "ĠSeller": 14240, + "istence": 14241, + "ĠReporter": 14242, + "ENCE": 14243, + "ISC": 14244, + "Ġspecialist": 14245, + "Ġ322": 14246, + "Ġ345": 14247, + "Ġsafely": 14248, + "ĠStorage": 14249, + "Ġdynamic": 14250, + "Ġdecommission": 14251, + "....\"": 14252, + "550": 14253, + "Ġpropriety": 14254, + "Ġpartly": 14255, + "Ġevil": 14256, + "ĠHarold": 14257, + "Ġviewing": 14258, + "hew": 14259, + "ĠEXPENS": 14260, + "ĠChrysler": 14261, + "Ġ358": 14262, + "Ġobesity": 14263, + "Ġforget": 14264, + "Ġmovie": 14265, + "specified": 14266, + "Ġ343": 14267, + "ĠPak": 14268, + "Ġincred": 14269, + "Ġ412": 14270, + "agg": 14271, + "NO": 14272, + "ĠLeonard": 14273, + "ĠDocuments": 14274, + "Ġprudent": 14275, + "included": 14276, + "teenth": 14277, + "Ġoffenders": 14278, + "2014": 14279, + "ĠIndones": 14280, + "ĠMath": 14281, + "dri": 14282, + "CES": 14283, + "Ġine": 14284, + "anticip": 14285, + "Ġarrive": 14286, + "ĠFel": 14287, + "ĠOg": 14288, + "Ġevolved": 14289, + "Ġvill": 14290, + "grade": 14291, + "Ġgathered": 14292, + "Ġbroadly": 14293, + "ĠRevolution": 14294, + "Ġdisruption": 14295, + "lee": 14296, + "ĠOlymp": 14297, + "mod": 14298, + "imedia": 14299, + "Ġsupermarket": 14300, + "ĠTherm": 14301, + "Ġengagement": 14302, + "Ġtendency": 14303, + "Ġinterrupt": 14304, + "Ġindo": 14305, + "ĠDCA": 14306, + "ĠReturn": 14307, + "ENSATION": 14308, + "Ġ425": 14309, + "Ġnavig": 14310, + "He": 14311, + "Ġhurt": 14312, + "ĠBush": 14313, + "Ġ411": 14314, + "ĠQuest": 14315, + "ishe": 14316, + "Ġemission": 14317, + "value": 14318, + "pur": 14319, + "Ġster": 14320, + "ĠRee": 14321, + "Ġ336": 14322, + "Ġconferred": 14323, + "Ġmagazine": 14324, + "Ġ338": 14325, + "ĠUtility": 14326, + "Ġ560": 14327, + "Ġcharacteristic": 14328, + "Ġdigest": 14329, + "ĠCleveland": 14330, + "eny": 14331, + "ĠPersonal": 14332, + "ĠSharing": 14333, + "ĠMarriage": 14334, + "ĠExcess": 14335, + "ĠBrian": 14336, + "Ġpolitics": 14337, + "rator": 14338, + "Ġlosing": 14339, + "ordinate": 14340, + "ĠShow": 14341, + "reasonable": 14342, + "Ġgeographical": 14343, + "Ġobst": 14344, + "Ġamaz": 14345, + "Ġconcurs": 14346, + "Ġvideos": 14347, + "ĠNin": 14348, + "Ġ339": 14349, + "Ġ>": 14350, + "Ġpy": 14351, + "Ġamounting": 14352, + "ĠRegarding": 14353, + "Ġhidden": 14354, + "ollect": 14355, + "ĠPRE": 14356, + "EETS": 14357, + "Ġliberal": 14358, + "ĠMM": 14359, + "Ġparenting": 14360, + "ĠJunior": 14361, + "Ġspray": 14362, + "Ġinev": 14363, + "Ġnose": 14364, + "ĠCab": 14365, + "ĠNic": 14366, + "Ġrocks": 14367, + "Ġboxes": 14368, + "brook": 14369, + "ocy": 14370, + "Ġemerged": 14371, + "ĠCNL": 14372, + "ĠSex": 14373, + "Ġscrutiny": 14374, + "Ġprayer": 14375, + "Ġinvited": 14376, + "ĠLakes": 14377, + "ĠGarden": 14378, + "acon": 14379, + "ĠAffairs": 14380, + "CER": 14381, + "Ġ397": 14382, + "ĠIndians": 14383, + "190": 14384, + "Ġcardiovascular": 14385, + "Ġtaxpayers": 14386, + "123": 14387, + "Ġcargo": 14388, + "Ġ391": 14389, + "ĠAssociate": 14390, + "ĠWilmington": 14391, + "ĠMoon": 14392, + "Ġcodes": 14393, + "ĠSECTION": 14394, + "Ġpredicated": 14395, + "ĠHoff": 14396, + "Ġ353": 14397, + "Ġunsafe": 14398, + "Ġuniversities": 14399, + "Ġfourteen": 14400, + "Ġinferred": 14401, + "Ġdepletion": 14402, + "Ġ337": 14403, + "FM": 14404, + "Ġadoles": 14405, + "Ġsellers": 14406, + "Ġcomparing": 14407, + "Ġparagraphs": 14408, + "Ġsectors": 14409, + "Ġequals": 14410, + "Ġclearance": 14411, + "145": 14412, + "Ġdefam": 14413, + "Ġenjoyed": 14414, + "Ġgarn": 14415, + "umbent": 14416, + "ptic": 14417, + "Ġ356": 14418, + "ĠTop": 14419, + "eco": 14420, + "Ġcabin": 14421, + "Ġ367": 14422, + "Ġterminates": 14423, + "prud": 14424, + "current": 14425, + "Ġlect": 14426, + "Ġurine": 14427, + "ĠKeep": 14428, + "ĠPrograms": 14429, + "Ġpra": 14430, + "ĠSHEETS": 14431, + "Ġsignatures": 14432, + "Ġsixth": 14433, + "ĠExperi": 14434, + "Ġresponding": 14435, + "auer": 14436, + "iro": 14437, + "ĠProgress": 14438, + "ĠHeb": 14439, + "ĠTreatment": 14440, + "ĠResource": 14441, + "Ġtexts": 14442, + "Ġ413": 14443, + "Ġcord": 14444, + "Ġdairy": 14445, + "ABIL": 14446, + "core": 14447, + "ĠWare": 14448, + "Ġcontacts": 14449, + "DP": 14450, + "Ġdeprive": 14451, + "ĠNuclear": 14452, + "ech": 14453, + "Ġoun": 14454, + "Ġnumer": 14455, + "Ġlabels": 14456, + "achers": 14457, + "ĠFuel": 14458, + "uary": 14459, + "Ġaffirmatively": 14460, + "bes": 14461, + "Ġ344": 14462, + "Ġpresiding": 14463, + "Ġarth": 14464, + "ĠSports": 14465, + "ONG": 14466, + "ĠHamm": 14467, + "Ġminister": 14468, + "writing": 14469, + "Ġneu": 14470, + "Ġtower": 14471, + "ĠChem": 14472, + "Ġprominent": 14473, + "Laws": 14474, + "ĠIron": 14475, + "Ġ418": 14476, + "Ġirrit": 14477, + "Ġgrocery": 14478, + "istribut": 14479, + "Ġ334": 14480, + "ahl": 14481, + "Ġ388": 14482, + "Ġcausal": 14483, + "Ġremem": 14484, + "Ġslip": 14485, + "ĠRecord": 14486, + "ĠJMB": 14487, + "Ġtotality": 14488, + "Ġwhatsoever": 14489, + "enz": 14490, + "Ġpestic": 14491, + "Ġimplication": 14492, + "Ġresigned": 14493, + "Ġconcurrently": 14494, + "Ġbutter": 14495, + "ĠFront": 14496, + "ĠMining": 14497, + "204": 14498, + "ĠBradley": 14499, + "Ġdeals": 14500, + "Ġdesignate": 14501, + "Ġcurtail": 14502, + "Ġ395": 14503, + "Ġham": 14504, + "ĠSCR": 14505, + "elry": 14506, + "rics": 14507, + "Ġreiter": 14508, + "OK": 14509, + "Ġignored": 14510, + "Employee": 14511, + "Ġgrid": 14512, + "Ġincorporating": 14513, + "Dollars": 14514, + "Ġvaccines": 14515, + "122": 14516, + "ĠTelevision": 14517, + "Ġ361": 14518, + "131": 14519, + "ĠSure": 14520, + "ĠMIC": 14521, + "Ġclarify": 14522, + "ĠLosses": 14523, + "Ġdefinitely": 14524, + "ĠRalph": 14525, + "ĠHaz": 14526, + "Ġsubt": 14527, + "ĠTransmission": 14528, + "Ġ363": 14529, + "ĠSusan": 14530, + "ĠVideo": 14531, + "inf": 14532, + "ĠLanguage": 14533, + "Ġactuarial": 14534, + "anned": 14535, + "Ġfragment": 14536, + "Ġwheat": 14537, + "Ġfever": 14538, + "Ġshapes": 14539, + "Ġ369": 14540, + "ĠEc": 14541, + 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